Skip to content
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 144 of 189
Our family came from a pacific Island back in 74....we applied the honest way and parents had an interview and medical exam, and criminal check and then we were approved to come to Canada. We …
Our family came from a pacific Island back in 74....we applied the honest way and parents had an interview and medical exam, and criminal check and then we were approved to come to Canada. We came and worked hard to be an asset to this country....not to leach from it. These Indians coming from India come to rape our land , use or medical system, create gangs.........they need to go back home. But the useless Liberals wont let this happen, as they need their votes.
Identity Attack0.55044734
Insult0.5678696
Profanity0.17008601
Threat0.05688698
Severe Toxicity0.038593806
Moderate 0.568186 Constructive 0.601 Identity Attack Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
8:57 yes unc they are dirty but walking naked inside their house is okay when your naked on the street i think?
8:57 yes unc they are dirty but walking naked inside their house is okay when your naked on the street i think?
Identity Attack0.13591312
Insult0.39743927
Profanity0.37653163
Threat0.07016479
Severe Toxicity0.09385906
Moderate 0.568186 Moderate Con 0.399 Question
Feb 19, 2026 Inside Canada's Indian Metropolis (Brampton)
Liberal immigration policy is a transfer of money to Europe ... the population of Canada is less than 50MM ... so if 5MM leave it is 1/10 less strain on tax revenue. If you go …
Liberal immigration policy is a transfer of money to Europe ... the population of Canada is less than 50MM ... so if 5MM leave it is 1/10 less strain on tax revenue. If you go to any place as a, "Temporary Worker", you are a disposable worker BY FUCKING DEFINITION .. no matter what language you speak or makeup on your own!! 🫡🤌🫵
Identity Attack0.0029615895
Insult0.14263117
Profanity0.44422612
Threat0.00065802387
Severe Toxicity0.00003819089
Moderate 0.5666916
Apr 16, 2025
WELL,SOME COMPANIES WILL SAY THAT IT WILL BE THE END OF CANADA IF THE TEMPORARY IMMIGRANTS HAVE TO LEAVE...WHAT ELSE,THEY WILL SAY THAT WE NEED TEMPORARY IMMIGRANTS BECAUSE...BECAUSE WHAT ?THAT'S "BULL SHIT".. IN 2023 AND …
WELL,SOME COMPANIES WILL SAY THAT IT WILL BE THE END OF CANADA IF THE TEMPORARY IMMIGRANTS HAVE TO LEAVE...WHAT ELSE,THEY WILL SAY THAT WE NEED TEMPORARY IMMIGRANTS BECAUSE...BECAUSE WHAT ?THAT'S "BULL SHIT".. IN 2023 AND BEFORE,WHO WAS WORKING AT WALMART,TIN HORTON,MCDONALD,GAS STATIONS AND OTHER PLACES ??YOU WILL SEE 95% OF CANADIANS AND ABOUT 5% OF TEMPORARY WORKERS ..I WOULD SAY THAT BETWEEN 50 AND 100 000 CANADIANS LOST THEIR JOBS TO FOREIGNERS !!!! THEY BRING IN 50 TO 100 000 FOREIGNERS AND SEND THE SAME AMOUNT OF CANADIANS ON EI OR ON WELFARE !!! WHO WERE THE GAINERS ? THE COMPANIES WHO HIRED THEM (WALMART,MACDONALD,GAS STATIONS,TIM HORTON,ND SO ON) AND THE TEMPORARY WORKERS....THESE PEOPLE SHOULD NOT HAVE BEEN HIRED IN ANY WAY !!!! SO,I DON'T GIVE A SHIT WHEN YOU SAY THAT MAYBE A MILLION WILL LOSE THEIR STATUS..CANADIANS COME FIRST AND WHEN IT'S IMPOSSIBLE TO FIND CANADIAN WORKERS,THEN THEY BRING FOREIGNERS ( IN THE FARMING ..
Identity Attack0.01580861
Insult0.050302777
Profanity0.50067884
Threat0.0009623418
Severe Toxicity0.000058776946
Moderate 0.5660313
Apr 21, 2025
Kick em out.
Kick em out.
Identity Attack0.0060161636
Insult0.0074447603
Profanity0.0006780421
Threat0.54230976
Severe Toxicity0.00017449773
Moderate 0.5647951 Threat
Jun 26, 2025 1 likes
The white woman, unproductive, ungenerative, and now her use is less. Replaced by the brown. Whoop that white woman down.
The white woman, unproductive, ungenerative, and now her use is less. Replaced by the brown. Whoop that white woman down.
Identity Attack0.5913144
Insult0.47630358
Profanity0.21348765
Threat0.13262562
Severe Toxicity0.1597006
Moderate 0.56269526 Low Con 0.229 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Damn, that's a hard pill to swallow, indeed. It's like an invasion, wake up, West!
Damn, that's a hard pill to swallow, indeed. It's like an invasion, wake up, West!
Identity Attack0.039972372
Insult0.3388922
Profanity0.6069483
Threat0.018882722
Severe Toxicity0.029626917
Moderate 0.56269526 Moderate Con 0.327 Fear_Threat
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Its not a conspiracy theory and it's being proven in real time. If you're so dumb or in denial about it at this point, you aren't even worth the time to explain it
Its not a conspiracy theory and it's being proven in real time. If you're so dumb or in denial about it at this point, you aren't even worth the time to explain it
Identity Attack0.009471451
Insult0.6306599
Profanity0.2366394
Threat0.009023022
Severe Toxicity0.01412424
Moderate 0.56269526 Low Con 0.188 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
White guilt has been hacked. Jesus help us. These spoiled women and weak men are leading us to hell
White guilt has been hacked. Jesus help us. These spoiled women and weak men are leading us to hell
Identity Attack0.54996765
Insult0.47384647
Profanity0.36230123
Threat0.1366716
Severe Toxicity0.14126498
Moderate 0.56269526 Low Con 0.18 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That white guy on a bike is so ignorant. "Africans cannot even operate a cashier..." Really? I guess they import all their pilots, doctors, engineers, nurses, etc... Also, Africa is 54 countries, and in each …
That white guy on a bike is so ignorant. "Africans cannot even operate a cashier..." Really? I guess they import all their pilots, doctors, engineers, nurses, etc... Also, Africa is 54 countries, and in each country you could literally find numerous cultures and languages. Even within the same culture or family, two people aren't alike. This is why I watch YouTube videos that showcase Africa, because ignorance exists and has real-world consequences. Imagine that guy in HR, he'll obviously deny you a job if he learns that you're from Africa because he believes you're not intelligent.
Identity Attack0.5135796
Insult0.5678696
Profanity0.17473823
Threat0.015256803
Severe Toxicity0.02406851
Moderate 0.56269526 Constructive 0.698 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
4:53 live in Montreal and you’ll understand why he says the Muslims and Africans are worse than the Indians…
4:53 live in Montreal and you’ll understand why he says the Muslims and Africans are worse than the Indians…
Identity Attack0.6649212
Insult0.42367843
Profanity0.16869035
Threat0.012906751
Severe Toxicity0.038593806
Moderate 0.56269526 Moderate Con 0.401 Identity Attack Identity_Assertion
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
wow, you would have thought the the cops could have gone to these What's up etc. themselves. They do give a shit. They would rather lie on TV that there are no illegals coming from …
wow, you would have thought the the cops could have gone to these What's up etc. themselves. They do give a shit. They would rather lie on TV that there are no illegals coming from Canada to the USA
Identity Attack0.31015682
Insult0.4339631
Profanity0.54024357
Threat0.010654188
Severe Toxicity0.02444411
Moderate 0.56269526 Low Con 0.267 Policy_Critique
Feb 6, 2026 Inside Canada's Indian Invasion...
It don't matter what anyone says cause Canadians are not going to listen, they whine and complain but they don't get off their butts and do something about it.
It don't matter what anyone says cause Canadians are not going to listen, they whine and complain but they don't get off their butts and do something about it.
Identity Attack0.28622448
Insult0.4378843
Profanity0.4370703
Threat0.021990653
Severe Toxicity0.024866661
Moderate 0.56269526 Moderate Con 0.311
Aug 27, 2025 Why Canadians Are Turning Against …
I wish Canada stayed white and not turn into India which my people escaped from this is just disgusting.
I wish Canada stayed white and not turn into India which my people escaped from this is just disgusting.
Identity Attack0.55044734
Insult0.5130944
Profanity0.16915557
Threat0.008789998
Severe Toxicity0.023076924
Moderate 0.56269526 Moderate Con 0.436 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
They have Raped this Country n made it Khalistani nation.... Shame
They have Raped this Country n made it Khalistani nation.... Shame
Identity Attack0.57150364
Insult0.563347
Profanity0.40929472
Threat0.44185185
Severe Toxicity0.50703704
Moderate 0.56269526 Low Con 0.208 Identity Attack Insult
Oct 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Send them back! They over populated their country and now us. It stinks!
Send them back! They over populated their country and now us. It stinks!
Identity Attack0.46028158
Insult0.5130944
Profanity0.18049006
Threat0.028379176
Severe Toxicity0.023974609
Moderate 0.56269526 Low Con 0.235 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like …
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like this everywhere. Have heard half a dozen times from separate ppl that they were asked if they spoke Hindi or Punjabi to work at Tim Hortons because “all the staff spoke it” they take our jobs because they accept lower wages. I’m just fatigued, it just sucks because I know the vast majority of Indians before 2020 were actually nice and adaptable decently well. Now when you go out to eat or buy groceries you don’t even get a “have a nice day” which is a Canadian custom IMO. Most of the time besides the transaction details, they will not speak to you.
Identity Attack0.5135796
Insult0.47384647
Profanity0.541926
Threat0.06820184
Severe Toxicity0.2391185
Moderate 0.56269526 Constructive 0.724 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Washington state has been invaded by India too. We call it "little india" now and its absolutely disgusting
Washington state has been invaded by India too. We call it "little india" now and its absolutely disgusting
Identity Attack0.57150364
Insult0.5130944
Profanity0.22673377
Threat0.014048163
Severe Toxicity0.024960563
Moderate 0.56269526 Moderate Con 0.324 Identity Attack Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
u will die if pushpek catches u
u will die if pushpek catches u
Identity Attack0.049761772
Insult0.22770336
Profanity0.27342406
Threat0.5500652
Severe Toxicity0.16960317
Moderate 0.56269526 Low Con 0.234 Threat Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
There is no more Canada soon. It will run by Indians in the near future. Liberal party has fcked Canada.
There is no more Canada soon. It will run by Indians in the near future. Liberal party has fcked Canada.
Identity Attack0.48915586
Insult0.47630358
Profanity0.48510036
Threat0.017674083
Severe Toxicity0.11756202
Moderate 0.56269526 Low Con 0.229 Fear_Threat
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
exactly sCAmalis 60 iq is to retarted to hold a job thayT why most scaMolians ARE ON SDI ALL FOR THEIR IQ
exactly sCAmalis 60 iq is to retarted to hold a job thayT why most scaMolians ARE ON SDI ALL FOR THEIR IQ
Identity Attack0.32184324
Insult0.5678696
Profanity0.36230123
Threat0.012906751
Severe Toxicity0.16960317
Moderate 0.56269526 Low Con 0.132 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I hope you stuffed the knife in your prison wallet.
I hope you stuffed the knife in your prison wallet.
Identity Attack0.034300596
Insult0.1935001
Profanity0.15985115
Threat0.60325533
Severe Toxicity0.16960317
Moderate 0.56269526 Moderate Con 0.334 Threat Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Rule number one: Do not ever let Chineses and Indians into your country
Rule number one: Do not ever let Chineses and Indians into your country
Identity Attack0.65625757
Insult0.28586254
Profanity0.18786818
Threat0.13515437
Severe Toxicity0.16960317
Moderate 0.56269526 Low Con 0.108 Identity Attack Identity_Assertion
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
The guy with the bike was just straight racist…how can you say an entire continent’s population is crap? A lot of Canada is changing culturally and socially though and segregation is now real. That’s the …
The guy with the bike was just straight racist…how can you say an entire continent’s population is crap? A lot of Canada is changing culturally and socially though and segregation is now real. That’s the downside of diversity that the government doesn’t want to address.
Identity Attack0.44690517
Insult0.54471385
Profanity0.41081807
Threat0.009385503
Severe Toxicity0.023599008
Moderate 0.56269526 Constructive 0.599 Insult Moral_Argument
Feb 18, 2026 3 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.