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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 87 of 1230
the crazy part is you think = "there is good white people", have you forgot whom you took the land from - canada was not yours white people, they for the real original tribals before …
the crazy part is you think = "there is good white people", have you forgot whom you took the land from - canada was not yours white people, they for the real original tribals before you KILLED them all. RACIST
Inside Canada's Indian Invasion... · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.58196646
Profanity0.20916378
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.6611249 Low Con 0.286 Identity Attack Insult Identity_Assertion
Feb 13, 2026 Inside Canada's Indian Invasion...
Dude, you guys should see the business entities they apply for, these Indians/Pakistanis commit so much business fraud, it would make you sick. Horrible people and compulsive liars.
Dude, you guys should see the business entities they apply for, these Indians/Pakistanis commit so much business fraud, it would make you sick. Horrible people and compulsive liars.
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.66500133
Profanity0.21997347
Threat0.013631714
Severe Toxicity0.038593806
Moderate 0.6611249 Low Con 0.291 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
As a physical minority person i see Indians are same as anyone else i don’t see any difference between indian and canadian in canada. so stop the nonsense stupid division in Ontario.
As a physical minority person i see Indians are same as anyone else i don’t see any difference between indian and canadian in canada. so stop the nonsense stupid division in Ontario.
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.67254376
Profanity0.29053202
Threat0.009178371
Severe Toxicity0.023076924
Moderate 0.6611249 Moderate Con 0.46 Insult
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Lmao this is happening literally everywhere but india cuz they know how shitty home is. Go to any mall in america and its scary.
Lmao this is happening literally everywhere but india cuz they know how shitty home is. Go to any mall in america and its scary.
Inside Canada's Indian Invasion... · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.4006267
Insult0.42743355
Profanity0.64657205
Threat0.011223801
Severe Toxicity0.16960317
Moderate 0.6611249 Low Con 0.268 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
اكره الهندوسي أن
اكره الهندوسي أن
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6990888
Insult0.36709076
Profanity0.33453682
Threat0.039256934
Severe Toxicity0.16960317
Moderate 0.6611249 Moderate Con 0.311 Identity Attack Identity_Assertion
Mar 2, 2026 Inside Canada's Indian Invasion...
Hope this video shows how garbage this country has become
Hope this video shows how garbage this country has become
Inside Canada's Indian Invasion... · 223: Cluster #222
Close reading → Discourse → Video sentiment →
Identity Attack0.40883094
Insult0.5208188
Profanity0.3366329
Threat0.017674083
Severe Toxicity0.09385906
Moderate 0.6611249 Low Con 0.198 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
How does white brits feel colonizing India pre independence. They taught the Indians their colonization trick..now suck it. 😂😂😂
How does white brits feel colonizing India pre independence. They taught the Indians their colonization trick..now suck it. 😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5502601
Insult0.48675314
Profanity0.5381406
Threat0.048481647
Severe Toxicity0.31905776
Moderate 0.6611249 Low Con 0.171 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
CBC news. Bull crap
CBC news. Bull crap
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.023193322
Insult0.54471385
Profanity0.5249258
Threat0.008077981
Severe Toxicity0.023692908
Moderate 0.6611249 Low Con 0.195 Insult
Jul 15, 2018 3 likes How much do refugees and …
Deport all Indians!
Deport all Indians!
Canada's tighter immigration policy divides the country • … · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.71720207
Insult0.36798462
Profanity0.22792831
Threat0.34804323
Severe Toxicity0.23226519
Moderate 0.6611249 Low Con 0.23 Identity Attack Call_To_Action
Feb 11, 2026 Canada's tighter immigration policy divides …
Only losers blame indians....
Only losers blame indians....
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.6407567
Profanity0.22612886
Threat0.009981008
Severe Toxicity0.02378681
Moderate 0.6611249 Low Con 0.175 Identity Attack Insult Meta_Commentary
Sep 9, 2025 Why Canadians Are Turning Against …
White people always gotta take shots a black men. Lol 😂
White people always gotta take shots a black men. Lol 😂
Inside Canada's Indian Invasion... · 30: Cluster #29
Close reading → Discourse → Video sentiment →
Identity Attack0.6853638
Insult0.37052566
Profanity0.32120174
Threat0.54744303
Severe Toxicity0.29050803
Moderate 0.6611249 Low Con 0.233 Identity Attack Threat Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
So people jelous hummmm a minority group does well while you deek junkies smoke fentaly and want free houses make that make sense and where do Canadian tent dwellers take their pooos Yea in public …
So people jelous hummmm a minority group does well while you deek junkies smoke fentaly and want free houses make that make sense and where do Canadian tent dwellers take their pooos Yea in public don’t belive me go walk by the pis pity party full of junkies pointing fingers to people because they are racist and jealous are pathetic good lord
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.33352965
Insult0.7065844
Profanity0.26600444
Threat0.012906751
Severe Toxicity0.04397394
Moderate 0.6611249 Low Con 0.28 Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Trudeau was truly a child. A literal cancer that destroyed this country.
Trudeau was truly a child. A literal cancer that destroyed this country.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.07673789
Insult0.7090544
Profanity0.15283443
Threat0.013165667
Severe Toxicity0.023082556
Moderate 0.65996873 Low Con 0.219 Insult Policy_Critique
Feb 22, 2026 LILLEY UNLEASHED: The fall of …
Why the F is indians everyone!?!? Punjabi biggest scammer on EARTH
Why the F is indians everyone!?!? Punjabi biggest scammer on EARTH
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.6220118
Insult0.6149945
Profanity0.44366163
Threat0.1338057
Severe Toxicity0.45895407
Moderate 0.65996873 Low Con 0.214 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Nothing against them as individuals at all, but I'd be concerned about having trash and literal human shit/piss all in the streets.
Nothing against them as individuals at all, but I'd be concerned about having trash and literal human shit/piss all in the streets.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.07673789
Insult0.48569724
Profanity0.71218073
Threat0.010990778
Severe Toxicity0.06225512
Moderate 0.65996873 Constructive 0.566 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I don’t understand why you guys hate Indians. We have been working so hard so that Canadians get their free money from the government while they sit lazy at home and party in the weekends …
I don’t understand why you guys hate Indians. We have been working so hard so that Canadians get their free money from the government while they sit lazy at home and party in the weekends expect everything gets to their table. Though India is a Hindu majority country, we have more churches and mosques than temples. That’s the wide arms we show to others beliefs. Buts what’s wrong with the bible/quran followers ? Canadians are so immature, racists and hypocrites than ever
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5913144
Insult0.6500014
Profanity0.117874645
Threat0.0101363575
Severe Toxicity0.02458496
Moderate 0.65996873 Constructive 0.545 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
Yeah dammm Africans make people scared 😂😂
Yeah dammm Africans make people scared 😂😂
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.46476576
Profanity0.5013569
Threat0.029587816
Severe Toxicity0.23224974
Moderate 0.65996873 Low Con 0.27 Identity Attack Humor_Satire
Feb 9, 2026 3 likes Inside Canada's Indian Invasion...
This is insanity lmfao. No way it's not done on purpose, every first world country has been invaded by low IQ parasits.
This is insanity lmfao. No way it's not done on purpose, every first world country has been invaded by low IQ parasits.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.293411
Insult0.64537907
Profanity0.36902615
Threat0.012596053
Severe Toxicity0.052044146
Moderate 0.65996873 Low Con 0.218 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I get so mad at how badly Trudeaus government ruined Canada but then I remember that most the country still votes for these policies. I have to remind myself that I'm the idiot.
I get so mad at how badly Trudeaus government ruined Canada but then I remember that most the country still votes for these policies. I have to remind myself that I'm the idiot.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.051580742
Insult0.68668073
Profanity0.37352943
Threat0.0089712385
Severe Toxicity0.021419114
Moderate 0.65996873 Constructive 0.505 Insult Personal_Narrative
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
ALL ILLEGALS MUST GO. The 3rd world country that they come from is what Canada is also going to become & the Liberals are too stupid to realize this fact, which is why Canada is …
ALL ILLEGALS MUST GO. The 3rd world country that they come from is what Canada is also going to become & the Liberals are too stupid to realize this fact, which is why Canada is atm stuck with Carney. Even our conservative policies aren't tough enough ... not to affect immediate real change.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.6798578
Profanity0.26586622
Threat0.016292779
Severe Toxicity0.023599008
Moderate 0.65996873 Moderate Con 0.317 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
Love the open racism here. Pathetic
Love the open racism here. Pathetic
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.2772088
Insult0.65231085
Profanity0.25549942
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.65996873 Low Con 0.187 Insult Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
The United Nations identified India as the second most corrupt country on Earth.......and North America imports them by the millions......Are we stupid? Watch the documentary movie "Gods of the New Age!"
The United Nations identified India as the second most corrupt country on Earth.......and North America imports them by the millions......Are we stupid? Watch the documentary movie "Gods of the New Age!"
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.6675394
Profanity0.30690086
Threat0.009074804
Severe Toxicity0.023246882
Moderate 0.65996873 Low Con 0.19 Insult Unverified_Claim
Feb 8, 2026 Inside Canada's Indian Invasion...
Keep punching the new world order in the balls.
Keep punching the new world order in the balls.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.06476828
Insult0.27558193
Profanity0.5150164
Threat0.34804323
Severe Toxicity0.052044146
Moderate 0.65996873 Low Con 0.217 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
You speak neither English or French? You make broom handles? you belong to a sexist idiot religion? You have 15 kids and can't even take care of yourself? You hate the West and want to …
You speak neither English or French? You make broom handles? you belong to a sexist idiot religion? You have 15 kids and can't even take care of yourself? You hate the West and want to see it destroyed? Your kids are annoying, loud and terrible? Ok you are perfect for Canada and here's 80 grand and house. Honestly, these are the people I'm constantly meeting as a teacher. Canada will be crumbling for the next 40 years, easy.
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.6831271
Profanity0.29209393
Threat0.025789235
Severe Toxicity0.104393706
Moderate 0.65996873 Moderate Con 0.481 Insult Unverified_Claim
Jun 21, 2025 How Canada broke its immigration …
in that sense, all the colonies, especially from west, were also a shit hole and that's why they came to other parts of the world!
in that sense, all the colonies, especially from west, were also a shit hole and that's why they came to other parts of the world!
Inside Canada's Indian Metropolis (Brampton) · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.3857254
Insult0.5015486
Profanity0.6750904
Threat0.01086132
Severe Toxicity0.16960317
Moderate 0.65996873 Moderate Con 0.401 Insult Comparative_Framing
Dec 7, 2025 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.