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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
30,738 comments · Page 212 of 1230
Federal liberals screwed Canadians Canada is broken Humpty Dumpty can never be put back together again Alberta needs to separate from broken Canada
Federal liberals screwed Canadians Canada is broken Humpty Dumpty can never be put back together again Alberta needs to separate from broken Canada
Identity Attack0.3908055
Insult0.48484445
Profanity0.26735115
Threat0.0116639575
Severe Toxicity0.023152983
Moderate 0.47323486 Low Con 0.141 Policy_Critique
Feb 24, 2026 1 likes 'We do know that there's …
Better than the jews 🤷‍♂️
Better than the jews 🤷‍♂️
Identity Attack0.5612457
Insult0.26957804
Profanity0.22653213
Threat0.015602129
Severe Toxicity0.026936848
Moderate 0.47323486 Low Con 0.184 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
5:16 What you said about Africa is a lie, rape is not a culture in any African country.
5:16 What you said about Africa is a lie, rape is not a culture in any African country.
Identity Attack0.44690517
Insult0.25404143
Profanity0.2661081
Threat0.13815513
Severe Toxicity0.034110364
Moderate 0.47323486 Low Con 0.234 Moral_Argument
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Touism going to bomb lowe lol
Touism going to bomb lowe lol
Identity Attack0.0056645693
Insult0.0035298043
Profanity0.00056530803
Threat0.46818352
Severe Toxicity0.00013382558
Moderate 0.47309914
Dec 8, 2025
i love all the disgusting racist comments, when white people migrate its okay but when colored people do it its a problem ? indians are good people
i love all the disgusting racist comments, when white people migrate its okay but when colored people do it its a problem ? indians are good people
Identity Attack0.5135796
Insult0.36798462
Profanity0.26593533
Threat0.014911477
Severe Toxicity0.02378681
Moderate 0.47173777 Moderate Con 0.31 Identity Attack Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
_The only one to blame for this MAYHEM is Trudeau. Montreal has become a Slum dogs_
_The only one to blame for this MAYHEM is Trudeau. Montreal has become a Slum dogs_
Identity Attack0.26155844
Insult0.5208188
Profanity0.12903778
Threat0.0076119336
Severe Toxicity0.018320406
Moderate 0.47173777 Low Con 0.175 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This invasion has ruined the country, housing is inflated, daycares are inflated and back logged, Healthcare is backlogged, crime has gone up by 2-3x in ten years, insurance has gone up 10x in brampton. They …
This invasion has ruined the country, housing is inflated, daycares are inflated and back logged, Healthcare is backlogged, crime has gone up by 2-3x in ten years, insurance has gone up 10x in brampton. They also dont respect our culture and are extremely unintelligent
Identity Attack0.38238457
Insult0.48627716
Profanity0.07255927
Threat0.010964886
Severe Toxicity0.023076924
Moderate 0.47173777 Constructive 0.509 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Canadas corrosive cancer, immigration. These politicians enrich themselves with mass immigration
Canadas corrosive cancer, immigration. These politicians enrich themselves with mass immigration
Identity Attack0.4508763
Insult0.4555076
Profanity0.078378424
Threat0.009722093
Severe Toxicity0.023076924
Moderate 0.47173777 Low Con 0.149 Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
My problem is not why Indians are here. My problem is why there are so many unskilled Indians here who contribute nothing to economy. Immigration is only a problem when you import the most useless …
My problem is not why Indians are here. My problem is why there are so many unskilled Indians here who contribute nothing to economy. Immigration is only a problem when you import the most useless part of the country, otherwise immigration can help country grow.
Identity Attack0.5135796
Insult0.4534306
Profanity0.13256322
Threat0.010084574
Severe Toxicity0.023076924
Moderate 0.47173777 Moderate Con 0.475 Identity Attack Economic_Argument
Feb 8, 2026 2 likes Inside Canada's Indian Invasion...
Lmfao “I’m as racist as the next guy”
Lmfao “I’m as racist as the next guy”
Identity Attack0.38200524
Insult0.31740165
Profanity0.26586622
Threat0.032695748
Severe Toxicity0.023974609
Moderate 0.47173777 Low Con 0.268 Humor_Satire
Jan 27, 2026 16 likes Inside Canada's Indian Invasion...
Canada believed Leftist Liars, until it was too late... eh? Hosers?😮
Canada believed Leftist Liars, until it was too late... eh? Hosers?😮
Identity Attack0.25817248
Insult0.5130944
Profanity0.06295506
Threat0.007314181
Severe Toxicity0.014447021
Moderate 0.47173777 Low Con 0.127 Insult Policy_Critique
Jun 20, 2025 1 likes How Canada broke its immigration …
Я белый человек и я хочу пожить в цивилизованном обществе. У нас своих дураков хватает. Но черные и цветные люди просто ужасны. Они все дураки. Черный = афроамериканец❌ Черный = бандит✔️ Мусульманин = человек бога❌ …
Я белый человек и я хочу пожить в цивилизованном обществе. У нас своих дураков хватает. Но черные и цветные люди просто ужасны. Они все дураки. Черный = афроамериканец❌ Черный = бандит✔️ Мусульманин = человек бога❌ Мусульманин = террорист✔️ Ну вы поняли. Мои родители из СССР. И мы мечтали полететь в космос, освоить орбиту, стать великими врачами и учёными. Нам привезли чёрных/цветных. Наша жизнь превратилась в выживание. Зачем нам это? У нас есть отличное оружие и пулемёты. Почему бы нам не вернуться к светлому будущему? Хотели в космос, попали на поле боя с народами, замедляющими развитие
Identity Attack0.5274064
Insult0.45758462
Profanity0.24727546
Threat0.017156094
Severe Toxicity0.45401973
Moderate 0.47173777 Moderate Con 0.386 Identity Attack Fear_Threat
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
Today is punch an immigrant day. Time for redneck law.
Today is punch an immigrant day. Time for redneck law.
Identity Attack0.5051609
Insult0.26196828
Profanity0.14049543
Threat0.52547425
Severe Toxicity0.16233426
Moderate 0.47173777 Low Con 0.173 Identity Attack Threat Fear_Threat
Aug 26, 2025 Why Canadians Are Turning Against …
09:01 they walked naked while I am in full on clothes on the road. 😂
09:01 they walked naked while I am in full on clothes on the road. 😂
Identity Attack0.048737846
Insult0.082619295
Profanity0.33376193
Threat0.06626215
Severe Toxicity0.02420936
Moderate 0.47173777 Moderate Con 0.395
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
i live in canada, it actually sucks that there is so many of them. only thing i like is there food
i live in canada, it actually sucks that there is so many of them. only thing i like is there food
Identity Attack0.29035977
Insult0.3388922
Profanity0.4401715
Threat0.0071717775
Severe Toxicity0.023076924
Moderate 0.47173777 Moderate Con 0.4 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Top five cities in India has all the facilities any major metro can offer … I don’t know why wud anyone go abroad… to do dumb jobs when u can do so much here
Top five cities in India has all the facilities any major metro can offer … I don’t know why wud anyone go abroad… to do dumb jobs when u can do so much here
Identity Attack0.10757765
Insult0.5130944
Profanity0.22429734
Threat0.006977591
Severe Toxicity0.013995127
Moderate 0.47173777 Moderate Con 0.471 Insult
Dec 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada is a disaster, completely corrupt, no laws are enforced
Canada is a disaster, completely corrupt, no laws are enforced
Identity Attack0.40255263
Insult0.49389273
Profanity0.09551262
Threat0.009437286
Severe Toxicity0.022064678
Moderate 0.47173777 Low Con 0.163
Oct 3, 2025 1 likes IRCC Names India in Study …
The whole world needs to shut down the Indian migration
The whole world needs to shut down the Indian migration
Identity Attack0.55044734
Insult0.17734702
Profanity0.16078159
Threat0.13815513
Severe Toxicity0.037697118
Moderate 0.47173777 Low Con 0.165 Identity Attack
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Lowlife people from a lowlife country. Send them home and let them know they aren’t welcome.
Lowlife people from a lowlife country. Send them home and let them know they aren’t welcome.
Identity Attack0.50917345
Insult0.41530323
Profanity0.08419759
Threat0.056240413
Severe Toxicity0.024772761
Moderate 0.47173777 Low Con 0.119 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Businesses and other public spots in my city had to put up "No Squatting" signs in the bathrooms, because more and more toilet seats kept get covered in dirt/shoe tracks and people started realizing why. …
Businesses and other public spots in my city had to put up "No Squatting" signs in the bathrooms, because more and more toilet seats kept get covered in dirt/shoe tracks and people started realizing why. They would go into public bathrooms, stand on top of the toilet seats and shit in a squatting position.
Identity Attack0.018168874
Insult0.26196828
Profanity0.541926
Threat0.012854968
Severe Toxicity0.023076924
Moderate 0.47173777 Moderate Con 0.459 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
why tf would you wanna go to america if your already in canada. insanity
why tf would you wanna go to america if your already in canada. insanity
Identity Attack0.2854555
Insult0.37506318
Profanity0.4193644
Threat0.0101363575
Severe Toxicity0.02420936
Moderate 0.47173777 Low Con 0.21 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
I don't mind Indians, I live in the UK and it's not them that r**e anything with a hole, including men, if you look up the UK you can see for yourselves who the problems …
I don't mind Indians, I live in the UK and it's not them that r**e anything with a hole, including men, if you look up the UK you can see for yourselves who the problems are, I can't post it because they will delete my comment because they are a protected class.
Identity Attack0.46028158
Insult0.37846634
Profanity0.44431314
Threat0.014911477
Severe Toxicity0.051147457
Moderate 0.47173777 Constructive 0.632 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's so sad that the franchises employ immigrants, and then you hear on the news that the Canadian youths can't find a job. It takes one brain cell to understand this. Horrible.
It's so sad that the franchises employ immigrants, and then you hear on the news that the Canadian youths can't find a job. It takes one brain cell to understand this. Horrible.
Identity Attack0.41052565
Insult0.48484445
Profanity0.07320584
Threat0.010110466
Severe Toxicity0.021031776
Moderate 0.47173777 Moderate Con 0.398
Sep 9, 2025 5 likes Why Canadians Are Turning Against …
Saaar walcom jeet horton now Canda is same #1 great world superpower same like india saaar. Vehicular hamicide, no job for teenagr, only hire indian and destoy business with sabotage and/or incompetents, fraud x10000%, sexul …
Saaar walcom jeet horton now Canda is same #1 great world superpower same like india saaar. Vehicular hamicide, no job for teenagr, only hire indian and destoy business with sabotage and/or incompetents, fraud x10000%, sexul harssment, poop in beach, niagara falls new Ganges, and much much more. Indians: no pros..just cons
Identity Attack0.5039629
Insult0.5129801
Profanity0.36225098
Threat0.34804323
Severe Toxicity0.35368225
Moderate 0.47173777 Low Con 0.157 Identity Attack Insult Unverified_Claim
Feb 25, 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.