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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 165 of 1230
Scammers and thieves they take all our jobs health care and food from food banks then trash everything throw garbage and deficate and urinate or everything they never shower cant even get close to one …
Scammers and thieves they take all our jobs health care and food from food banks then trash everything throw garbage and deficate and urinate or everything they never shower cant even get close to one they smell so bad I'm so sad to see how bad canada has gotten in the past few years and it's one type of people too 😢
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10815793
Insult0.5739874
Profanity0.10363861
Threat0.010110466
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.504 Insult
Sep 30, 2025 6 likes IRCC Names India in Study …
Blame the greedy white man that sold out his own people
Blame the greedy white man that sold out his own people
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.47384647
Profanity0.22612886
Threat0.027688526
Severe Toxicity0.02402156
Moderate 0.52139956 Low Con 0.268 Identity Attack Identity_Assertion
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Just be happy they are not muslims. Other wise u would end up like britian where 1 million of white daughters have faced sexual harassement and grooming.
Just be happy they are not muslims. Other wise u would end up like britian where 1 million of white daughters have faced sexual harassement and grooming.
Inside Canada's Indian Metropolis (Brampton) · 21: Cluster #20
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.36365277
Profanity0.2263305
Threat0.18281023
Severe Toxicity0.030523606
Moderate 0.52139956 Moderate Con 0.411 Identity Attack
Dec 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
At least indians are not robbing and looting like how these whites did to us. 😂
At least indians are not robbing and looting like how these whites did to us. 😂
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.4125297
Profanity0.24631839
Threat0.054624002
Severe Toxicity0.05832097
Moderate 0.52139956 Low Con 0.22 Identity Attack Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Liberals got us here...If they were pleasant immigrants we wouldn't care....but they're not...they shit all over my country, bathing in our lakes...and telling Canadians to get out of our own country...appalling...this is our country....no respect …
Liberals got us here...If they were pleasant immigrants we wouldn't care....but they're not...they shit all over my country, bathing in our lakes...and telling Canadians to get out of our own country...appalling...this is our country....no respect for Canada or Canadians...time for major deportation...Carney's WEF...plan...
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.48627716
Profanity0.40929472
Threat0.051067904
Severe Toxicity0.07805709
Moderate 0.52139956 Moderate Con 0.346 Policy_Critique
Sep 7, 2025 Why Canadians Are Turning Against …
Dude you should blur these peoples faces. I'm Canadian and I wouldn't be surprised if the white people making negative comments got in trouble for this, our government is a sick mix of liberal-fascist-communist. They …
Dude you should blur these peoples faces. I'm Canadian and I wouldn't be surprised if the white people making negative comments got in trouble for this, our government is a sick mix of liberal-fascist-communist. They are correct, though, of course.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5108175
Insult0.5208188
Profanity0.12551236
Threat0.043955702
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.556 Identity Attack Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I am as racist as the next guy 😂😂😂😂
I am as racist as the next guy 😂😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.25998658
Profanity0.240511
Threat0.07399795
Severe Toxicity0.052044146
Moderate 0.52139956 Moderate Con 0.323 Humor_Satire
Feb 17, 2026 Inside Canada's Indian Invasion...
Haven`t turned against anyone who lives and works here EVER ! Who the "F" are you !?? I am 66 years old born July 1 and i ha ve never discriminated against anyone . And …
Haven`t turned against anyone who lives and works here EVER ! Who the "F" are you !?? I am 66 years old born July 1 and i ha ve never discriminated against anyone . And i would and have fpu if they did it in front of me ya looser content "creator" . ffs
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.029402243
Insult0.5129801
Profanity0.3938786
Threat0.012803185
Severe Toxicity0.02383376
Moderate 0.52139956 Moderate Con 0.469 Insult Meta_Commentary
Aug 28, 2025 Why Canadians Are Turning Against …
Why would you platform an overt and admitted racist? Everyone else was at least respectful. He was disgusting and the video would have been better without him
Why would you platform an overt and admitted racist? Everyone else was at least respectful. He was disgusting and the video would have been better without him
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.10409598
Insult0.5543018
Profanity0.20592089
Threat0.014393489
Severe Toxicity0.023076924
Moderate 0.52139956 Moderate Con 0.485 Insult Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I always feel bad for the assimilated immigrants. Imagine you leave your country because the culture is dump garbage in neighbors yard, so you figure you will just move to a place that fits your …
I always feel bad for the assimilated immigrants. Imagine you leave your country because the culture is dump garbage in neighbors yard, so you figure you will just move to a place that fits your idea more and then they f-king follow you to whatever country you go... I left USA to get away from commie patriots who think they are capitalist, now the Alt-left who identifies as right-wing is here too... might move to India once all the Indians left. 🤣
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.47787863
Profanity0.43554106
Threat0.023026628
Severe Toxicity0.16960317
Moderate 0.52139956 Moderate Con 0.364 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
They come to Canada legally where they get free healthcare and welfare yet , want to go to the USA as someone undocumented. They're selfish and ungrateful. ʻ
They come to Canada legally where they get free healthcare and welfare yet , want to go to the USA as someone undocumented. They're selfish and ungrateful. ʻ
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3043136
Insult0.5678696
Profanity0.05268429
Threat0.0079873605
Severe Toxicity0.018578632
Moderate 0.52007306 Moderate Con 0.371 Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
08:44 I never made this realization until now. I always had a hard time concieving how many car/truck accidents are caused by Indian foreigners. This actually makes alot of sense. WTF
08:44 I never made this realization until now. I always had a hard time concieving how many car/truck accidents are caused by Indian foreigners. This actually makes alot of sense. WTF
Inside Canada's Indian Metropolis (Brampton) · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.4911651
Insult0.34392178
Profanity0.45190978
Threat0.030623792
Severe Toxicity0.09912638
Moderate 0.52007306 Constructive 0.503
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
My neighbour did not ask for my permission before importing millions of these unsuitable people into my country, so do not be surprised when I do not ask for my neighbour's permission to cull every …
My neighbour did not ask for my permission before importing millions of these unsuitable people into my country, so do not be surprised when I do not ask for my neighbour's permission to cull every last one of their parasites by any means necessary to defend my country from this invasion.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5130944
Profanity0.21781154
Threat0.24090876
Severe Toxicity0.07805709
Moderate 0.52007306 Moderate Con 0.423 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Deport scammer india
Deport scammer india
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5130944
Profanity0.33434898
Threat0.2836219
Severe Toxicity0.3247677
Moderate 0.52007306 Low Con 0.222 Identity Attack Insult Call_To_Action
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
I am tired of seeing these douchbags in PG BC 🇨🇦
I am tired of seeing these douchbags in PG BC 🇨🇦
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.21668483
Insult0.5270482
Profanity0.39409557
Threat0.011456826
Severe Toxicity0.052940834
Moderate 0.52007306 Moderate Con 0.331 Insult
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Damn. I'm from Montréal. I didn't know that they smuggle from here 😮
Damn. I'm from Montréal. I didn't know that they smuggle from here 😮
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.11860296
Insult0.3388922
Profanity0.58072567
Threat0.011456826
Severe Toxicity0.024350211
Moderate 0.52007306 Constructive 0.53 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
East Indian Canadians are the most racist people Ive experienced. They seem to hold a real grudge towards first nation Canadians and really seek them out to abuse them.
East Indian Canadians are the most racist people Ive experienced. They seem to hold a real grudge towards first nation Canadians and really seek them out to abuse them.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.46327567
Profanity0.08904689
Threat0.038911607
Severe Toxicity0.02406851
Moderate 0.52007306 Constructive 0.518 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
You're a puppet for scam apps good job. Everyone knows how much money you can make off that garbage. About 25 bucks for probably a hundred hours of gaming. Then you never earn quick enough …
You're a puppet for scam apps good job. Everyone knows how much money you can make off that garbage. About 25 bucks for probably a hundred hours of gaming. Then you never earn quick enough for anything.
Inside Canada's Indian Invasion... · 32: Cluster #31
Close reading → Video sentiment →
Identity Attack0.008953481
Insult0.5678696
Profanity0.22663295
Threat0.007573096
Severe Toxicity0.016125489
Moderate 0.52007306 Low Con 0.287 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
India always destroys the world order of life😢
India always destroys the world order of life😢
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5689151
Insult0.36798462
Profanity0.20592089
Threat0.13815513
Severe Toxicity0.18538254
Moderate 0.52007306 Low Con 0.196 Identity Attack Fear_Threat
Feb 11, 2026 Inside Canada's Indian Invasion...
She's incompetent and a DEI,perfect Liberal MP!
She's incompetent and a DEI,perfect Liberal MP!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.058856625
Insult0.6149945
Profanity0.10549548
Threat0.00823333
Severe Toxicity0.016190045
Moderate 0.52007306 Low Con 0.206 Insult Policy_Critique
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
The Liberals are evil.
The Liberals are evil.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.458714
Insult0.5072643
Profanity0.2337357
Threat0.013269233
Severe Toxicity0.023076924
Moderate 0.52007306 Low Con 0.181 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
As a Indian born citizen of The USA. I love my country The United States of America. I support this content expose them Indians who are ungrateful and rape there country God bless The USA …
As a Indian born citizen of The USA. I love my country The United States of America. I support this content expose them Indians who are ungrateful and rape there country God bless The USA and Nothern Usa aka Canada.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.56711763
Insult0.43450394
Profanity0.33453682
Threat0.44942492
Severe Toxicity0.3247677
Moderate 0.52007306 Constructive 0.505 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The guy who said Motherland Punjab not india is a person in right mind as no person in his right mind will say Motherland India except 1 billion poop eating cultist.😂
The guy who said Motherland Punjab not india is a person in right mind as no person in his right mind will say Motherland India except 1 billion poop eating cultist.😂
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5015486
Profanity0.42990944
Threat0.09929679
Severe Toxicity0.2281948
Moderate 0.52007306 Low Con 0.233 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Cancel all the permit and restart.. Incompetent people...fire them all
Cancel all the permit and restart.. Incompetent people...fire them all
IRCC Names India in Study Permit Fraud | … · 134: Cluster #133
Close reading → Video sentiment →
Identity Attack0.04667538
Insult0.5239335
Profanity0.10240069
Threat0.44457343
Severe Toxicity0.023076924
Moderate 0.52007306 Low Con 0.099 Insult
Sep 29, 2025 IRCC Names India in Study …
the problem is that they come to different countries in order to lead a better life but then don't integrate, complain and turn it into the shithole they left... how can they not expect people …
the problem is that they come to different countries in order to lead a better life but then don't integrate, complain and turn it into the shithole they left... how can they not expect people to get upset???
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.27340925
Insult0.45135358
Profanity0.5013569
Threat0.011146127
Severe Toxicity0.02604016
Moderate 0.52007306 Moderate Con 0.423 Fear_Threat
Nov 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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.