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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 120 of 1230
if you enter someone else's house, you take your damn shoes off at the door and be polite to the host
if you enter someone else's house, you take your damn shoes off at the door and be polite to the host
Identity Attack0.02138452
Insult0.34626248
Profanity0.6983885
Threat0.014393489
Severe Toxicity0.026936848
Moderate 0.6020386 Moderate Con 0.382 Moral_Argument
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
ye chutiya kaisa canada puch gya jab isko english nhi aati😢
ye chutiya kaisa canada puch gya jab isko english nhi aati😢
Identity Attack0.38238457
Insult0.6308392
Profanity0.68353343
Threat0.2836219
Severe Toxicity0.44787344
Moderate 0.6020386 Low Con 0.203 Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Indian culture is terrible, arrogant, discriminated against Caste.
Indian culture is terrible, arrogant, discriminated against Caste.
Identity Attack0.61901736
Insult0.50440645
Profanity0.27882218
Threat0.04201601
Severe Toxicity0.19455661
Moderate 0.6020386 Low Con 0.272 Identity Attack Insult
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
All scammer are Indian..
All scammer are Indian..
Identity Attack0.6320481
Insult0.5332045
Profanity0.27477357
Threat0.026307223
Severe Toxicity0.20373066
Moderate 0.6020386 Low Con 0.267 Identity Attack Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Wow Canadians are racists
Wow Canadians are racists
Identity Attack0.6007182
Insult0.49389273
Profanity0.17987521
Threat0.008764107
Severe Toxicity0.040387187
Moderate 0.6020386 Low Con 0.273 Identity Attack Identity_Assertion
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
2:30 wtf tyler i have been watching u since a long time, why do u have to show a dirty part of punjab. Show the golden temple, stop feeding hate towards our country. L man
2:30 wtf tyler i have been watching u since a long time, why do u have to show a dirty part of punjab. Show the golden temple, stop feeding hate towards our country. L man
Identity Attack0.2795294
Insult0.43158367
Profanity0.46460027
Threat0.022335978
Severe Toxicity0.16960317
Moderate 0.6020386 Moderate Con 0.471 Identity_Assertion
Feb 23, 2026 Inside Canada's Indian Invasion...
Virtue signaling liberals will always co-sign being invaded and outbred into the minority, until their own country resembles the shit hole the invaders fled from, you can always bet on that.
Virtue signaling liberals will always co-sign being invaded and outbred into the minority, until their own country resembles the shit hole the invaders fled from, you can always bet on that.
Identity Attack0.39461556
Insult0.5130944
Profanity0.57488567
Threat0.03373172
Severe Toxicity0.12282934
Moderate 0.6020386 Low Con 0.184 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Just because we don't believe in multiculturalism doesn't make us racist. It means we like our country's culture as it is and don't want to conform to another's radical ass ways
Just because we don't believe in multiculturalism doesn't make us racist. It means we like our country's culture as it is and don't want to conform to another's radical ass ways
Identity Attack0.24150419
Insult0.37960073
Profanity0.5722072
Threat0.008738215
Severe Toxicity0.023692908
Moderate 0.6020386 Moderate Con 0.436 Identity_Assertion
Aug 29, 2025 Why Canadians Are Turning Against …
Please interview in the muslim areas if you have b****. 😆
Please interview in the muslim areas if you have b****. 😆
Identity Attack0.5075293
Insult0.4534306
Profanity0.5365423
Threat0.023199292
Severe Toxicity0.16960317
Moderate 0.6020386 Low Con 0.192 Identity Attack Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Give indigenous people back to their land, and all whites and black African Asian will go back to their original country 😂😂😂
Give indigenous people back to their land, and all whites and black African Asian will go back to their original country 😂😂😂
Identity Attack0.6649212
Insult0.39743927
Profanity0.2317999
Threat0.13228847
Severe Toxicity0.16960317
Moderate 0.6020386 Low Con 0.118 Identity Attack Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
My thing is the people who want to hate on white ppl but then they move to white countries or the people who were born in America tht jus talk shit like they cant move …
My thing is the people who want to hate on white ppl but then they move to white countries or the people who were born in America tht jus talk shit like they cant move somewhere else sure America has its problems but compared to anywhere else we have it amazing not saying it couldnt improve but i damn sure wouldnt wanna live no where else and nether do these ppl tht talk shit cuz they dont leave cuz if they did they would find out how good we have it in America and how blessed we are to be Americans
Identity Attack0.48949075
Insult0.46625584
Profanity0.57236236
Threat0.060119797
Severe Toxicity0.232236
Moderate 0.6020386 Constructive 0.561 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I hate Tyler omg stop posting
I hate Tyler omg stop posting
Identity Attack0.27798235
Insult0.40189892
Profanity0.28364125
Threat0.029933142
Severe Toxicity0.024772761
Moderate 0.6020386 Moderate Con 0.416 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
They need to get the f...k out canadians are fed up who the f....k do u think u are walking all over canadians country culture launguage history get them out ffs get out
They need to get the f...k out canadians are fed up who the f....k do u think u are walking all over canadians country culture launguage history get them out ffs get out
Identity Attack0.43896464
Insult0.48569724
Profanity0.5013569
Threat0.09929679
Severe Toxicity0.21902075
Moderate 0.6020386 Low Con 0.215 Identity_Assertion
Sep 20, 2025 12 likes Inside Canada's Indian Metropolis (Brampton)
At least one province has balls .
At least one province has balls .
Identity Attack0.029660052
Insult0.22303216
Profanity0.48510036
Threat0.010265815
Severe Toxicity0.023076924
Moderate 0.6020386 Low Con 0.171
Nov 29, 2025 Quebec Ends Economic Immigration Program …
dude at 4:52 makes me sick. U can have an opinion on not wanting as many immigrants but saying that is disgusting
dude at 4:52 makes me sick. U can have an opinion on not wanting as many immigrants but saying that is disgusting
Identity Attack0.37082586
Insult0.5130944
Profanity0.27882218
Threat0.012337137
Severe Toxicity0.02402156
Moderate 0.6020386 Moderate Con 0.447 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
thanks them that they are not niggs.
thanks them that they are not niggs.
Identity Attack0.6649212
Insult0.48627716
Profanity0.4370703
Threat0.0103175985
Severe Toxicity0.16960317
Moderate 0.6020386 Moderate Con 0.371 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
That statue of that beast humanoid God standing there is disgusting. That shouldn't be allowed. Wtf is that thing. Praying and paying homage to some creature is weird. These people are not Canadian
That statue of that beast humanoid God standing there is disgusting. That shouldn't be allowed. Wtf is that thing. Praying and paying homage to some creature is weird. These people are not Canadian
Identity Attack0.39207554
Insult0.54471385
Profanity0.45028755
Threat0.0138755
Severe Toxicity0.15179962
Moderate 0.6020386 Low Con 0.29 Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Rape ? Let’s talk about rape . Just google the worst sex offenders, rapists /murderers like Karla homologation and Paul Bernardo who raped and killed more than a dozen women , they are great looking …
Rape ? Let’s talk about rape . Just google the worst sex offenders, rapists /murderers like Karla homologation and Paul Bernardo who raped and killed more than a dozen women , they are great looking WHITE CANADIAN, isn’t ? or Colonel Russel Williams , the Canadian airforce base commander who raped and murdered women while cross dressing at night and flying the prime minister ….another WHITE GOOD CANADIAN . what about the worst of worst serial pedophiles like the famous EPSTEIN …THAT’S A STEIN , who basically made a living raping , abusing and exploiting underage innocent white women . You see I can go on and on, but the worst of the worst when it comes to rape and sexual violence are the good old white Canadians, Americans ……
Identity Attack0.4911651
Insult0.5332045
Profanity0.32965264
Threat0.43656045
Severe Toxicity0.33047765
Moderate 0.6020386 Moderate Con 0.452 Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Let’s hope the ones that aren’t racist pigs get to stay
Let’s hope the ones that aren’t racist pigs get to stay
Identity Attack0.39677486
Insult0.62169385
Profanity0.36230123
Threat0.018019408
Severe Toxicity0.045767322
Moderate 0.6020386 Low Con 0.195 Insult
Jan 16, 2026 2.9 million Canadian temporary visas …
The guy with the bike who is self proclaimed white trash is so low iq that he's more happy with Indians than Muslims who are clean successful and peaceful in both US and Canada.
The guy with the bike who is self proclaimed white trash is so low iq that he's more happy with Indians than Muslims who are clean successful and peaceful in both US and Canada.
Identity Attack0.6007182
Insult0.5678696
Profanity0.22321637
Threat0.009100696
Severe Toxicity0.05025077
Moderate 0.6020386 Moderate Con 0.304 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Deport the Indians
Deport the Indians
Identity Attack0.6649212
Insult0.3388922
Profanity0.2253223
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.6020386 Low Con 0.286 Identity Attack Call_To_Action
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
So what this propaganda video is saying is refugees and immigrants get the same as Canadian citizens. Enough said. Its bad enough shelling out my money for Canadian citizens but I have to do it …
So what this propaganda video is saying is refugees and immigrants get the same as Canadian citizens. Enough said. Its bad enough shelling out my money for Canadian citizens but I have to do it for illegals and immigrants as well. I don't remember voting on such crap. The Canadian government are a bunch of crooks. You work for us. We pay you. Be accountable to us your employers and do your jobs.
Identity Attack0.4139151
Insult0.61794597
Profanity0.37052724
Threat0.009178371
Severe Toxicity0.024819711
Moderate 0.6020386 Moderate Con 0.447 Insult
Feb 15, 2020 1 likes How much do refugees and …
promoting a malware/spyware while being racist peak white person activity LOL, good thing is his viewers are gonna download it and get the spyware , pathetic , get a job , the truck driving indian …
promoting a malware/spyware while being racist peak white person activity LOL, good thing is his viewers are gonna download it and get the spyware , pathetic , get a job , the truck driving indian at least earns an honest living
Identity Attack0.4931391
Insult0.5130944
Profanity0.30161268
Threat0.034422375
Severe Toxicity0.16960317
Moderate 0.6020386 Low Con 0.132 Insult Identity_Assertion
Feb 9, 2026 3 likes Inside Canada's Indian Invasion...
You should have also inquired about the jobs here too. The stupid liberal government also makes it harder for us Canadians to get jobs. Hell, they buy up all the affordable housing, drive up prices. …
You should have also inquired about the jobs here too. The stupid liberal government also makes it harder for us Canadians to get jobs. Hell, they buy up all the affordable housing, drive up prices. Turn great communities into shitholes. I didn't even know they had those big statues hanging around the city. I don't ever venture into Brampton anymore, as I don't do service calls or work as a mechanic. I basically got told, without being told they wanted a more diverse field of technicians. Over 12 years of work trying to get my mechanics license and I'm out. Guys can't even diagnose a ground on a vehicle, yet they can get the Red Seal license cause the "translator" gave them all the answers on the test. Lots of them coming over on student visas just to drop out or not go to school completely and take up basic minimum wage jobs from the actual tax payers of our Great? nation. The truck driving is also insane up north, past Thunder Bay. Trucks in ditches every 30-50 km's. Wheels coming off of trucks, turning around on the 2 lane highway in the middle of no where and gets the truck stuck cause they wanted to do a U-turn at 3am on blind corners. We driving our 3/4 ton work trucks have to pass our exits all the time cause they have their feet on the dash tailgating you. 90% of the ones that have come over, have made Canada a worse place to work/live.
Identity Attack0.27171627
Insult0.6308392
Profanity0.43272525
Threat0.011249693
Severe Toxicity0.024960563
Moderate 0.6020386 Constructive 0.749 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Hahaha CBC bunch of LIERS UN lovin Parasites I call BS !!
Hahaha CBC bunch of LIERS UN lovin Parasites I call BS !!
Identity Attack0.06613251
Insult0.6677319
Profanity0.3122265
Threat0.009825659
Severe Toxicity0.11756202
Moderate 0.6020386 Low Con 0.196 Insult
Apr 27, 2019 How much do refugees and …
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.