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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
Active: Tox: 0.5 – 1 4,704 comments · Page 165 of 189
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...
the minister is disgusting, her reference to tabouleh is a way to imply that Rempel Garner is somehow a racist without engaging her question. It's like when AOC went off about black and indigenous cowboys …
the minister is disgusting, her reference to tabouleh is a way to imply that Rempel Garner is somehow a racist without engaging her question. It's like when AOC went off about black and indigenous cowboys at Munich to avoid engaging with any of the content of Rubio's speech. The left does this all the time, rather than offer any defense they just shout "racism" or "islamophobia" or "transphobia"
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4482637
Insult0.5497792
Profanity0.12035047
Threat0.009463178
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.561 Insult Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
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)
Sick government we have. Us Canadians are suffering with their BS!
Sick government we have. Us Canadians are suffering with their BS!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.22063516
Insult0.5678696
Profanity0.22552395
Threat0.008013252
Severe Toxicity0.023076924
Moderate 0.52139956 Moderate Con 0.347 Insult Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
Indian are better than muslim and africans. at least they are peaceful
Indian are better than muslim and africans. at least they are peaceful
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.6320481
Insult0.35849577
Profanity0.20483992
Threat0.014220826
Severe Toxicity0.13336399
Moderate 0.52139956 Low Con 0.197 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
That hindu guy is liar cause he is away from home, come to India to see their idolatry and hypocrisy only thing he spoke truth, in the end their only one God but only allah
That hindu guy is liar cause he is away from home, come to India to see their idolatry and hypocrisy only thing he spoke truth, in the end their only one God but only allah
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5423875
Profanity0.2761231
Threat0.08089764
Severe Toxicity0.16960317
Moderate 0.52139956 Low Con 0.23 Identity Attack Insult Meta_Commentary
Oct 15, 2025 Inside Canada's Indian Metropolis (Brampton)
Great a Pakistani saying India lol So this has been since 2016.. before that everything was vetted and was a complete lock down on applications and students. Only 2% were non compliant in general. Everyone …
Great a Pakistani saying India lol So this has been since 2016.. before that everything was vetted and was a complete lock down on applications and students. Only 2% were non compliant in general. Everyone else got jobs or went back. Trudeau let a lot of garbage in!!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.43896464
Insult0.5362655
Profanity0.11477985
Threat0.008285114
Severe Toxicity0.020644438
Moderate 0.52139956 Moderate Con 0.453 Insult
Oct 4, 2025 1 likes IRCC Names India in Study …
I am Indian, and I request that Canada and the USA deport Indians back to India. No country should feel as though it is being invaded or colonised by people who do not belong there.... …
I am Indian, and I request that Canada and the USA deport Indians back to India. No country should feel as though it is being invaded or colonised by people who do not belong there.... This is stupidity...I did my Masters in London for two years. I promised myself that I would make friends only with students from the UK, Europe, and other countries—except India, experience their culture and then return to India once my studies were finished. I did exactly that.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.49855098
Insult0.5270482
Profanity0.25915453
Threat0.018364733
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.637 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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 …
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...
Whytes are not natives to land and they needs to stfkup and mind their own business
Whytes are not natives to land and they needs to stfkup and mind their own business
Inside Canada's Indian Metropolis (Brampton) · 320: Cluster #319
Close reading → Video sentiment →
Identity Attack0.5108175
Insult0.48228607
Profanity0.4170448
Threat0.032005094
Severe Toxicity0.16960317
Moderate 0.52007306 Low Con 0.174 Identity Attack
Nov 18, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
hell ya Ontario do Sudbury its got a lot of problems
hell ya Ontario do Sudbury its got a lot of problems
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2700233
Insult0.39743927
Profanity0.4756165
Threat0.042985857
Severe Toxicity0.08332442
Moderate 0.52007306 Moderate Con 0.337 Call_To_Action
Jan 27, 2026 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...
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...
Useless! Canada will never learn and stop letting criminals in😮😮
Useless! Canada will never learn and stop letting criminals in😮😮
Canadian immigration officers investigating hundreds identified by extortion … · 125: Cluster #124
Close reading → Discourse → Video sentiment →
Identity Attack0.18546575
Insult0.56997263
Profanity0.080318145
Threat0.011068452
Severe Toxicity0.017803956
Moderate 0.52007306 Low Con 0.104 Insult Fear_Threat
Feb 21, 2026 Canadian immigration officers investigating hundreds …
Liberals ruined this country. No going back folks and we can thank Trudeau and his special interest groups. We are focked.
Liberals ruined this country. No going back folks and we can thank Trudeau and his special interest groups. We are focked.
New rules, regulations take effect across Canada · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.20680901
Insult0.4710501
Profanity0.46460027
Threat0.012181788
Severe Toxicity0.023364257
Moderate 0.52007306 Low Con 0.269 Policy_Critique
Jan 6, 2026 2 likes New rules, regulations take effect …
they’re legally here canadian government allows it why do you care ? can’t hide the fact ur a racist
they’re legally here canadian government allows it why do you care ? can’t hide the fact ur a racist
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2823795
Insult0.5177041
Profanity0.11168506
Threat0.008841781
Severe Toxicity0.023076924
Moderate 0.52007306 Low Con 0.192 Insult Moral_Argument
Jan 27, 2026 2 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...
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)
How about ban all immigrant protesting??? What bs. They collect refugee money to fund themselves... wtf is this Canada??
How about ban all immigrant protesting??? What bs. They collect refugee money to fund themselves... wtf is this Canada??
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.40243408
Profanity0.44752163
Threat0.011638066
Severe Toxicity0.02411546
Moderate 0.52007306 Moderate Con 0.355 Unverified_Claim
Sep 4, 2025 Why Canadians Are Turning Against …
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...
Id BET every one smells like a STANKY UN WASHED PUNJAB!!!
Id BET every one smells like a STANKY UN WASHED PUNJAB!!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.38208112
Insult0.5145894
Profanity0.26634997
Threat0.022853967
Severe Toxicity0.16960317
Moderate 0.52007306 Low Con 0.182 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Remigration now. And to all the Africans and the Muslims trying to cozy upto us White folks, because you happen to hate Indians, please understand that you're next on the deportation list.
Remigration now. And to all the Africans and the Muslims trying to cozy upto us White folks, because you happen to hate Indians, please understand that you're next on the deportation list.
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.37506318
Profanity0.18786818
Threat0.13279422
Severe Toxicity0.05025077
Moderate 0.52007306 Low Con 0.259 Identity Attack Identity_Assertion
Feb 4, 2026 2 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.