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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
Active: Tox: 0.5 – 1 4,704 comments · Page 125 of 189
The birth rate slowed because of a corrupt Liberal government who priced everyone out of their homes. Canadians are not bringing new babies into a world when they are broke and taxed to death. We …
The birth rate slowed because of a corrupt Liberal government who priced everyone out of their homes. Canadians are not bringing new babies into a world when they are broke and taxed to death. We can't justify adding another mouth to feed when we can't afford to feed the mouths that are here now. And they are not importing to sustain the population....they are importing votes to stay in power. The Liberal mantra...."Fuck Canadians!!! Do what we need to do to stay in power". Immigrant to votes ratio is 1:1.
Identity Attack0.5051593
Insult0.5270482
Profanity0.5013569
Threat0.100830056
Severe Toxicity0.21902075
Moderate 0.5972042 Moderate Con 0.44 Identity Attack Insult Policy_Critique
Sep 10, 2025 Why Canadians Are Turning Against …
The guy with the bike is a real racist ❤❤❤❤
The guy with the bike is a real racist ❤❤❤❤
Identity Attack0.43896464
Insult0.46923602
Profanity0.22612886
Threat0.021645326
Severe Toxicity0.05025077
Moderate 0.5972042 Low Con 0.3 Meta_Commentary
Feb 8, 2026 Inside Canada's Indian Invasion...
They are filthy.
They are filthy.
Identity Attack0.1015541
Insult0.6099415
Profanity0.33453682
Threat0.00951496
Severe Toxicity0.023076924
Moderate 0.5921536 Low Con 0.266 Insult Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...
5:45 that guy is insanely racist and he's got his on all races not even one. Thats the first racist Canadian I've ever seen
5:45 that guy is insanely racist and he's got his on all races not even one. Thats the first racist Canadian I've ever seen
Identity Attack0.46028158
Insult0.5423875
Profanity0.124631
Threat0.010654188
Severe Toxicity0.024631912
Moderate 0.5921536 Moderate Con 0.428 Insult Identity_Assertion
Feb 15, 2026 11 likes Inside Canada's Indian Invasion...
5:28 the hell he is saying about a WHOLE continent 💀
5:28 the hell he is saying about a WHOLE continent 💀
Identity Attack0.051126
Insult0.24928534
Profanity0.48510036
Threat0.022335978
Severe Toxicity0.16960317
Moderate 0.5921536 Low Con 0.285 Meta_Commentary
Feb 11, 2026 37 likes Inside Canada's Indian Invasion...
Only because of Hindus all Indians considered poop eating people.😢. Sad. There Sikhs, Christian, Muslims and many more religion's people who don't eat poop.
Only because of Hindus all Indians considered poop eating people.😢. Sad. There Sikhs, Christian, Muslims and many more religion's people who don't eat poop.
Identity Attack0.5485698
Insult0.46173862
Profanity0.41503602
Threat0.02492592
Severe Toxicity0.16960317
Moderate 0.5921536 Constructive 0.594 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Multicultural sostitution Whit the happiness collab of pigs judges and female taritor .i Hope thats pigs has what They deserved
Multicultural sostitution Whit the happiness collab of pigs judges and female taritor .i Hope thats pigs has what They deserved
Identity Attack0.4907465
Insult0.6149945
Profanity0.33453682
Threat0.12689553
Severe Toxicity0.23223771
Moderate 0.5921536 Low Con 0.197 Insult Fear_Threat
Feb 17, 2026 Inside Canada's Indian Invasion...
The Punjabi’s are the problem not all Indians, their one the most disgusting casts in India.
The Punjabi’s are the problem not all Indians, their one the most disgusting casts in India.
Identity Attack0.5983441
Insult0.5678696
Profanity0.26735115
Threat0.030969119
Severe Toxicity0.16960317
Moderate 0.5921536 Low Con 0.219 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As an indian, we all know india is a trash country to LIVE in. Politics and religion illiteracy ruined the country lack of civic sense Its absolutely disgusting how these people are ruining the other …
As an indian, we all know india is a trash country to LIVE in. Politics and religion illiteracy ruined the country lack of civic sense Its absolutely disgusting how these people are ruining the other places like how they ruined their own place they're like the humans in Avatar movie 😂😂
Identity Attack0.5135796
Insult0.5130944
Profanity0.33453682
Threat0.02492592
Severe Toxicity0.16960317
Moderate 0.5921536 Moderate Con 0.328 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Why does pajeet live in our country 😢 Hindus are ruining our country Canada 🙏
Why does pajeet live in our country 😢 Hindus are ruining our country Canada 🙏
Identity Attack0.6458014
Insult0.5130944
Profanity0.2188925
Threat0.13815513
Severe Toxicity0.232236
Moderate 0.5921536 Low Con 0.28 Identity Attack Insult
Dec 9, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
hindu fatigue on full. The whole world is sick of them
hindu fatigue on full. The whole world is sick of them
Identity Attack0.57957685
Insult0.48627716
Profanity0.28593817
Threat0.047835086
Severe Toxicity0.16960317
Moderate 0.5921536 Low Con 0.236 Identity Attack Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Isn't that sick 2 people? 7 or 8 years in jail for peaceful protest. I hope so many Canadians come out to defend them. I'll be one of them. Government. Pretty d*** disgusting, Trudeau. Made …
Isn't that sick 2 people? 7 or 8 years in jail for peaceful protest. I hope so many Canadians come out to defend them. I'll be one of them. Government. Pretty d*** disgusting, Trudeau. Made that happen telling my neighbors when they had an extra person in the house. Go to hell. I can't stand none of you. I totally agree with that woman speaking about this. I refused to totally hate myself for my opinion. I see. What's going on? It's a takeover.
Identity Attack0.15945168
Insult0.5678696
Profanity0.46460027
Threat0.056563694
Severe Toxicity0.16960317
Moderate 0.5921536 Constructive 0.656 Insult Moral_Argument
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
@pwilla Calling English Urdu 😂😂 literally pjeeet restarded yo modrs was graped by a muslim male for sure😂😂
@pwilla Calling English Urdu 😂😂 literally pjeeet restarded yo modrs was graped by a muslim male for sure😂😂
Identity Attack0.5680164
Insult0.62169385
Profanity0.5013569
Threat0.41368496
Severe Toxicity0.61260825
Moderate 0.5921536 Low Con 0.212 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
I love reading the white rage in the comments. Bigoted pond scum seething about people looking for a better life. Seethe more whites.
I love reading the white rage in the comments. Bigoted pond scum seething about people looking for a better life. Seethe more whites.
Identity Attack0.58354634
Insult0.5678696
Profanity0.33317488
Threat0.018192071
Severe Toxicity0.067522444
Moderate 0.5921536 Low Con 0.299 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
0:51 this channel a representation of low life white people mindsent
0:51 this channel a representation of low life white people mindsent
Identity Attack0.55044734
Insult0.49151286
Profanity0.29209393
Threat0.03304107
Severe Toxicity0.16960317
Moderate 0.5921536 Low Con 0.197 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Вы пытаетесь наебать ежа голой жопой.
Вы пытаетесь наебать ежа голой жопой.
Identity Attack0.038683333
Insult0.47384647
Profanity0.90150756
Threat0.063352615
Severe Toxicity0.44713756
Moderate 0.5921536 Low Con 0.1 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Guess going & living in Canada would give me same shitty experience as here. I hope other countries wouldn't effected by us Indians.
Guess going & living in Canada would give me same shitty experience as here. I hope other countries wouldn't effected by us Indians.
Identity Attack0.5051609
Insult0.4339631
Profanity0.5722072
Threat0.011223801
Severe Toxicity0.06101104
Moderate 0.5921536 Moderate Con 0.484 Identity Attack Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Ah, the good old foreign drivers license exchange - bring anything from anywhere and exchange it for a Canadian drivers license! This country is so fucked at every level it's mind-boggling.
Ah, the good old foreign drivers license exchange - bring anything from anywhere and exchange it for a Canadian drivers license! This country is so fucked at every level it's mind-boggling.
Identity Attack0.36702603
Insult0.4794537
Profanity0.54024357
Threat0.009307829
Severe Toxicity0.05473421
Moderate 0.5921536 Low Con 0.296 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
White people like Always, racist.
White people like Always, racist.
Identity Attack0.60238177
Insult0.45758462
Profanity0.22542313
Threat0.011922873
Severe Toxicity0.072789766
Moderate 0.5921536 Low Con 0.225 Identity Attack Identity_Assertion
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
As a Canadian-Indian born and raised in Brampton for the majority of my life. This shit is accurate. Alot of the issues stem from international students abusing Canada's immigration. That bike guy is wild btw😭
As a Canadian-Indian born and raised in Brampton for the majority of my life. This shit is accurate. Alot of the issues stem from international students abusing Canada's immigration. That bike guy is wild btw😭
Identity Attack0.36702603
Insult0.46173862
Profanity0.6242122
Threat0.012751401
Severe Toxicity0.059217658
Moderate 0.5921536 Constructive 0.65 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
So sad how did we let this happen Canada is screwed
So sad how did we let this happen Canada is screwed
Identity Attack0.3817989
Insult0.54471385
Profanity0.44133487
Threat0.0074306927
Severe Toxicity0.02449106
Moderate 0.5921536 Moderate Con 0.331 Insult
Nov 17, 2025 Inside Canada's Indian Metropolis (Brampton)
None of the punjabs speak english. I dont get how these pooptards were allowed if they cant speak english
None of the punjabs speak english. I dont get how these pooptards were allowed if they cant speak english
Identity Attack0.5498214
Insult0.5678696
Profanity0.4596479
Threat0.02924249
Severe Toxicity0.26766825
Moderate 0.5921536 Low Con 0.236 Identity Attack Insult Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Come into the West, a lot of white people give you shit, *no matter what you do* . Obviously not all of them. But in this modern era , enough of them to fund an …
Come into the West, a lot of white people give you shit, *no matter what you do* . Obviously not all of them. But in this modern era , enough of them to fund an entire media ecosystem just for that perspective. You think your immigrants weren't going to notice? Assimilate into _what_ ? The loudest mouths telling you they hate you and you're responsible for all their problems despite being a minority, because you're not a white Christian? And then you're going to scapegoat _them_ for the problems your government and system created, refuse to adapt, and complain that someone did. And _also_ , just like here in NYC.. the reason why a place gets taken over by a bunch of colored immigrants.. is usually because white people start _running_ . And again, the few that are left, complain about _their own_ fleeing, before doing so themselves. Hilarious. I'm in NYC, my neighborhood is literally every kind of immigrant, Filipino, Jamaican, West Indian, Indian, Haitian... all low to middle class, with some who really _saved_ up working for their 30-50 years here. Kids born or here since little kids, educated and making good money with few exceptions. And so of course the neighborhood.. looks just like any neighborhood in America (albeit denser and more traffic). Must be all that 'wokeness' in NYC. This has nothing to do with white or black or brown, of course. This dynamic plays out anywhere with people that are unwilling to challenge themselves and their ego just finding an easy scapegoat...
Identity Attack0.5485698
Insult0.4810288
Profanity0.6001929
Threat0.05688698
Severe Toxicity0.21290472
Moderate 0.5921536 Constructive 0.61 Identity Attack
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : …
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : Stop immigration from North India especially PUNJAB. That sikh guy is telling help people... my foot, these guys spread hatred and terror. They have blown up an Air India plane.
Identity Attack0.57150364
Insult0.44464502
Profanity0.3194067
Threat0.13815513
Severe Toxicity0.23223256
Moderate 0.5921536 Constructive 0.611 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
For this cheap, disgusting YouTuber, any non-white settlement is an invasion, but for him, European immigrants living in any individual town is not an illegal invasion.
For this cheap, disgusting YouTuber, any non-white settlement is an invasion, but for him, European immigrants living in any individual town is not an illegal invasion.
Identity Attack0.5135796
Insult0.5423875
Profanity0.2980872
Threat0.013165667
Severe Toxicity0.05742428
Moderate 0.5921536 Low Con 0.226 Identity Attack Insult
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.