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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 112 of 189
Now why are africans catching strays and being shot while we're talking of indians; their intelligence level is below down syndrome??? that's crazy
Now why are africans catching strays and being shot while we're talking of indians; their intelligence level is below down syndrome??? that's crazy
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5130944
Profanity0.29209393
Threat0.3423812
Severe Toxicity0.1762085
Moderate 0.60311776 Low Con 0.264 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
For all the folks watching and cursing on Indians let me tell you that 95% of those Indians you saw there in Brampton are Punjabis....it's because Punjab is a shit hole and has nothing left. …
For all the folks watching and cursing on Indians let me tell you that 95% of those Indians you saw there in Brampton are Punjabis....it's because Punjab is a shit hole and has nothing left. You won't find too many South Indians, they are educated, they genuinely come to study or work in high skilled jobs and immigrate back to India later on
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.5015486
Profanity0.5381406
Threat0.11309616
Severe Toxicity0.2733782
Moderate 0.60311776 Constructive 0.593 Identity Attack Insult Comparative_Framing
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
Canada has changed, and it sure isn't for the fucking better!
Canada has changed, and it sure isn't for the fucking better!
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.3470427
Profanity0.70864636
Threat0.008841781
Severe Toxicity0.040387187
Moderate 0.60311776 Low Con 0.274 Policy_Critique
Oct 1, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
The guy with a bike needs to learn that his grandfathers stole Canada from the Indians! 😂Calling Africans useless shows how low IQ he has.
The guy with a bike needs to learn that his grandfathers stole Canada from the Indians! 😂Calling Africans useless shows how low IQ he has.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.6109131
Profanity0.13785136
Threat0.011353259
Severe Toxicity0.02406851
Moderate 0.60311776 Low Con 0.181 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadians are too passive and we've let the 3rd world come in and walk all over us. If we don't decide soon to say enough is enough and take this country back from the corrupt …
Canadians are too passive and we've let the 3rd world come in and walk all over us. If we don't decide soon to say enough is enough and take this country back from the corrupt assholes in Ottawa, then kiss this country goodbye.
Why Canadians Are Turning Against Immigrants. · 100: Cluster #99
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.62169385
Profanity0.44366163
Threat0.025961896
Severe Toxicity0.12282934
Moderate 0.60311776 Low Con 0.292 Insult Call_To_Action
Aug 26, 2025 Why Canadians Are Turning Against …
So....The same thing is happening in my city. As long as they don't start migrating to my little hometown, idgaf. Stay off my property and you're good :) But as soon as one of those …
So....The same thing is happening in my city. As long as they don't start migrating to my little hometown, idgaf. Stay off my property and you're good :) But as soon as one of those Curry-eating, Sand-wiping, Goat-forking Sand Niggas step one ugly, smelly foot in my house trying to steal from me...IT'S LYNCHING TIME!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5678696
Profanity0.46460027
Threat0.2836219
Severe Toxicity0.349738
Moderate 0.60311776 Moderate Con 0.418 Identity Attack Insult Fear_Threat
Feb 9, 2026 Inside Canada's Indian Invasion...
5.39 is he real ? African intelligence is below down syndrom ehhh
5.39 is he real ? African intelligence is below down syndrom ehhh
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5101222
Profanity0.28708664
Threat0.02613456
Severe Toxicity0.19149859
Moderate 0.60311776 Low Con 0.148 Identity Attack Insult Unverified_Claim
Feb 21, 2026 Inside Canada's Indian Invasion...
Your at a government meeting and all you can say is i don't have that information 😂 what the fuck are you doing at your job new generation workers at thier best god help us …
Your at a government meeting and all you can say is i don't have that information 😂 what the fuck are you doing at your job new generation workers at thier best god help us there is no hope for our country 0%
IRCC Names India in Study Permit Fraud | … · 134: Cluster #133
Close reading → Discourse → Video sentiment →
Identity Attack0.08500996
Insult0.40243408
Profanity0.5722072
Threat0.012803185
Severe Toxicity0.16960317
Moderate 0.60311776 Moderate Con 0.31 Policy_Critique
Nov 12, 2025 IRCC Names India in Study …
UGLY COUNTRY, EVER I SEE
UGLY COUNTRY, EVER I SEE
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.4962726
Profanity0.31761163
Threat0.013476364
Severe Toxicity0.16960317
Moderate 0.60311776 Low Con 0.238 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Indians are obnoxious. Indian religions statues shouldnt be in open display,
Indians are obnoxious. Indian religions statues shouldnt be in open display,
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.5130944
Profanity0.2980872
Threat0.029933142
Severe Toxicity0.16960317
Moderate 0.60311776 Low Con 0.184 Identity Attack Insult Identity_Assertion
Feb 13, 2026 Inside Canada's Indian Invasion...
👎👎👎 racist “journalist”
👎👎👎 racist “journalist”
Inside Canada's Indian Invasion... · 61: Cluster #60
Close reading → Discourse → Video sentiment →
Identity Attack0.37082586
Insult0.5739874
Profanity0.16682947
Threat0.013165667
Severe Toxicity0.040387187
Moderate 0.60311776 Low Con 0.209 Insult Meta_Commentary
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
The root cause is that a lot of Canadians are square head, very foolish, not understanding 3rd world country people. They live in a very harsh life and will do anything broken your system.
The root cause is that a lot of Canadians are square head, very foolish, not understanding 3rd world country people. They live in a very harsh life and will do anything broken your system.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.50125694
Insult0.6407567
Profanity0.14666493
Threat0.011275585
Severe Toxicity0.023246882
Moderate 0.60311776 Moderate Con 0.331 Identity Attack Insult Identity_Assertion
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
😂😂😂😂😂😂😂😂 Dude said Indians are generally a “Dirty People” 😂 😂😂😂😂😂😂
😂😂😂😂😂😂😂😂 Dude said Indians are generally a “Dirty People” 😂 😂😂😂😂😂😂
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.48569724
Profanity0.30690086
Threat0.013321015
Severe Toxicity0.16960317
Moderate 0.60311776 Low Con 0.191 Identity Attack Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Why are we some damned powerless? “We don’t want to be overconfident”, what a ridiculous statement from someone in authority.
Why are we some damned powerless? “We don’t want to be overconfident”, what a ridiculous statement from someone in authority.
Canadian immigration officers investigating hundreds identified by extortion … · 147: Cluster #146
Close reading → Discourse → Video sentiment →
Identity Attack0.025806036
Insult0.5678696
Profanity0.48510036
Threat0.009825659
Severe Toxicity0.02373986
Moderate 0.60311776 Low Con 0.278 Insult Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Carney makes sure he puts the dumbest people on immigration. Because he knows the dumbest people support the Liberal Party. So it doesn't matter how bad they break everything. They're gonna get still gonna get …
Carney makes sure he puts the dumbest people on immigration. Because he knows the dumbest people support the Liberal Party. So it doesn't matter how bad they break everything. They're gonna get still gonna get supported. Because for some reason, people think Carney is king and walks on water and was the first man on the moon and everything else he takes credit for that. He didn't do. He left nothing but chaos in his wake anywhere. He's been just asked the slaves in the Amazon rainforest. What they thought of him in Brookfield, management asked the United Kingdom what they thought about his stint there and now he's in Canada. He wrecked things for 5 years as Trudeau's advisor and now he's the big shot, loser, screwing Canada even worse. I'm willing to bet if anyone actually cared enough to follow the money. I think canadian taxpayers are paying for not only his trips around to these other countries for deals, but I think were accommodating Brookfield management as well!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.13377325
Insult0.6677319
Profanity0.2347036
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.60311776 Moderate Con 0.488 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
14:59 Hindus believe in countless gods. Lmaaao Secondly, These people vandalize churches and arrest those who convert to Christianity. Hindus use slurs like "rice bag converts," "low caste" and so on. These are deceitful scammers.
14:59 Hindus believe in countless gods. Lmaaao Secondly, These people vandalize churches and arrest those who convert to Christianity. Hindus use slurs like "rice bag converts," "low caste" and so on. These are deceitful scammers.
Inside Canada's Indian Metropolis (Brampton) · 111: Cluster #110
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.54471385
Profanity0.3320008
Threat0.09009721
Severe Toxicity0.16960317
Moderate 0.60311776 Moderate Con 0.429 Identity Attack Insult Unverified_Claim
Sep 20, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
Happening here in the US and nobody has been held accountable! The sick part is there’s millions of retards who support this invasion
Happening here in the US and nobody has been held accountable! The sick part is there’s millions of retards who support this invasion
Inside Canada's Indian Invasion... · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.4830652
Insult0.6120431
Profanity0.39409557
Threat0.0130621
Severe Toxicity0.1597006
Moderate 0.60311776 Low Con 0.22 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
All people that are from India should be removed from canada immediately if we plan on remaining a good country.
All people that are from India should be removed from canada immediately if we plan on remaining a good country.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6990888
Insult0.36193377
Profanity0.16264248
Threat0.44942492
Severe Toxicity0.34962174
Moderate 0.60311776 Low Con 0.211 Identity Attack
Oct 6, 2025 IRCC Names India in Study …
I migrated to canada expecting to have a better environment but left due to the stanky indians
I migrated to canada expecting to have a better environment but left due to the stanky indians
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.6227552
Insult0.5678696
Profanity0.26583168
Threat0.009644418
Severe Toxicity0.06011435
Moderate 0.60311776 Moderate Con 0.386 Identity Attack Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Canada is not the greatest country on earth. Canada is the biggest clown country on earth.
Canada is not the greatest country on earth. Canada is the biggest clown country on earth.
Inside Canada's Indian Invasion... · 337: Cluster #336
Close reading → Discourse → Video sentiment →
Identity Attack0.50515604
Insult0.6308392
Profanity0.14754629
Threat0.00746953
Severe Toxicity0.023076924
Moderate 0.60311776 Low Con 0.117 Identity Attack Insult Policy_Critique
Feb 8, 2026 Inside Canada's Indian Invasion...
No more indian or Muslim immigrants... Problem solved
No more indian or Muslim immigrants... Problem solved
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.7063701
Insult0.3486032
Profanity0.14490221
Threat0.1115629
Severe Toxicity0.23224458
Moderate 0.60311776 Low Con 0.2 Identity Attack
Sep 8, 2025 Why Canadians Are Turning Against …
8:07 bro that chicks jacket is fkn sick! 🔥
8:07 bro that chicks jacket is fkn sick! 🔥
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.40698266
Profanity0.47435758
Threat0.018019408
Severe Toxicity0.16960317
Moderate 0.60311776 Moderate Con 0.423 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are also extremely racist 😂 so that whole crying over “White man bad” doesn’t really cut it
Indians are also extremely racist 😂 so that whole crying over “White man bad” doesn’t really cut it
Inside Canada's Indian Invasion... · 87: Cluster #86
Close reading → Discourse → Video sentiment →
Identity Attack0.6220118
Insult0.4555076
Profanity0.28938356
Threat0.02250864
Severe Toxicity0.16960317
Moderate 0.60311776 Low Con 0.269 Identity Attack Identity_Assertion
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
bru why yo ass actin like your forefathers didnt come to this land and that too illegally?
bru why yo ass actin like your forefathers didnt come to this land and that too illegally?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.11976352
Insult0.47384647
Profanity0.48510036
Threat0.01187109
Severe Toxicity0.16496792
Moderate 0.60311776 Low Con 0.266 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Canada is not the greatest country on earth. All of these people will leave once they realize it's not worth freezing you ass off to not be able to afford anything.
Canada is not the greatest country on earth. All of these people will leave once they realize it's not worth freezing you ass off to not be able to afford anything.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.20483385
Insult0.47384647
Profanity0.5188411
Threat0.012285355
Severe Toxicity0.026936848
Moderate 0.60311776 Moderate Con 0.317 Economic_Argument
Jan 27, 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.