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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 144 of 1230
The effects of 10 years of Justin Trudeau may never be repaired. Ten years of an underqualified, incompetent pedophile has destroyed this country.
The effects of 10 years of Justin Trudeau may never be repaired. Ten years of an underqualified, incompetent pedophile has destroyed this country.
Identity Attack0.08583717
Insult0.6308392
Profanity0.1110661
Threat0.019746035
Severe Toxicity0.023076924
Moderate 0.568186 Low Con 0.193 Insult
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
People with white skin belong to Europe. They have no connection to this continent. Do to them what they did to the indigenous people of this continent. Send them back to their place of origin; …
People with white skin belong to Europe. They have no connection to this continent. Do to them what they did to the indigenous people of this continent. Send them back to their place of origin; if they refuse, throw them into the nearest ocean.
Identity Attack0.6007182
Insult0.38406035
Profanity0.22723788
Threat0.44942492
Severe Toxicity0.2322463
Moderate 0.568186 Low Con 0.263 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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
All this BS please, if you want to know why the racist immigrants are here taking over the country they escaped, for being poor and raped and beheaded, Islam is the worse kind of people …
All this BS please, if you want to know why the racist immigrants are here taking over the country they escaped, for being poor and raped and beheaded, Islam is the worse kind of people they have let in, they aren't looking for peace they are looking for power EVEIL power, please ask the LIBERALS Why they are here, and when getting a job WHAT HAPPENED to CANADIANS FIRST, Canada I doomed, doomed if you are in your 20's 30's you may still experience the hate, they already speak their own language, refusing to speak English, refusing to serve people who are different from them, Canada is letting in selfish ignorant people, everything we Canadians say or ask them to is discrimination, they dress their way they run businesses their way, just like in their country, AND WHY ? because the Canadian government is weak, they can't defend the country or it's people shame on this Liberal government, they totally suck.
Identity Attack0.55044734
Insult0.5130944
Profanity0.27274927
Threat0.13313138
Severe Toxicity0.16960317
Moderate 0.56269526 Moderate Con 0.457 Identity Attack Insult Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
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...
Paint pigs lizards or dogs or crosses where Muslims like to pray outside , They consider killing lizards and people and doga as earning points to get into heaven
Paint pigs lizards or dogs or crosses where Muslims like to pray outside , They consider killing lizards and people and doga as earning points to get into heaven
Identity Attack0.57150364
Insult0.4378843
Profanity0.27747265
Threat0.3993542
Severe Toxicity0.25624833
Moderate 0.56269526 Low Con 0.218 Identity Attack
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
India as a country shouldn't be allowed to have such a high population like they do today, lest we dirty up the human gene pool
India as a country shouldn't be allowed to have such a high population like they do today, lest we dirty up the human gene pool
Identity Attack0.6007182
Insult0.4196762
Profanity0.2847897
Threat0.34804323
Severe Toxicity0.35184112
Moderate 0.56269526 Low Con 0.176 Identity Attack
Jan 27, 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)
The men don't seem too worried like the women are. India is the rape capital of the world, bringing millions of them here isn't safe for us women!
The men don't seem too worried like the women are. India is the rape capital of the world, bringing millions of them here isn't safe for us women!
Identity Attack0.57150364
Insult0.45135358
Profanity0.31402156
Threat0.13397428
Severe Toxicity0.16960317
Moderate 0.56269526 Moderate Con 0.383 Identity Attack Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
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...
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...
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...
Liars and scammers
Liars and scammers
Identity Attack0.029402243
Insult0.6149945
Profanity0.2453505
Threat0.010084574
Severe Toxicity0.023076924
Moderate 0.56269526 Low Con 0.247 Insult
Sep 20, 2025 10 likes Inside Canada's Indian Metropolis (Brampton)
Michelle yay to go. Thankyou for asking the right questions and cutting the bullshit. This is how people incharge should behave.
Michelle yay to go. Thankyou for asking the right questions and cutting the bullshit. This is how people incharge should behave.
Identity Attack0.012842959
Insult0.36939126
Profanity0.64657205
Threat0.04363242
Severe Toxicity0.023076924
Moderate 0.56269526 Constructive 0.559
Oct 1, 2025 IRCC Names India in Study …
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...
हम 1.4 अरब से अधिक छोटे भूरे भिखारी चोर हैं और हमेशा रहेंगे, जो दूसरों को धोखा देकर दुनिया की संचार प्रणालियों को जाम कर देते हैं (जब हम अपने नंगे हाथों से अपना पिछवाड़ा …
हम 1.4 अरब से अधिक छोटे भूरे भिखारी चोर हैं और हमेशा रहेंगे, जो दूसरों को धोखा देकर दुनिया की संचार प्रणालियों को जाम कर देते हैं (जब हम अपने नंगे हाथों से अपना पिछवाड़ा पोंछने के तुरंत बाद फर्श पर उंगलियों से खाने की चीजें साझा नहीं कर रहे होते हैं)।
Identity Attack0.55803186
Insult0.5239335
Profanity0.3194067
Threat0.077831104
Severe Toxicity0.16960317
Moderate 0.56269526 Moderate Con 0.316 Identity Attack Insult Unverified_Claim
Feb 27, 2026 1 likes Inside Canada's Indian Invasion...
honestly the guy on the bike said it best: sure there are some street shitters here but hey so do the chinese. and the majority of Indians are good people who don't cause problems like …
honestly the guy on the bike said it best: sure there are some street shitters here but hey so do the chinese. and the majority of Indians are good people who don't cause problems like the Muslims and Africans in Dearborn MI. furthermore they actually do contribute to the economy unlike Somalis
Identity Attack0.5548181
Insult0.489133
Profanity0.48510036
Threat0.020782012
Severe Toxicity0.16960317
Moderate 0.56269526 Constructive 0.655 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
When the gov is filled with the same scammers, of course it's going to continue happening. Never vote for these scammers in office. They will bring their corrupt indian culture to your country.
When the gov is filled with the same scammers, of course it's going to continue happening. Never vote for these scammers in office. They will bring their corrupt indian culture to your country.
Identity Attack0.5516043
Insult0.54471385
Profanity0.19893537
Threat0.029933142
Severe Toxicity0.02514347
Moderate 0.56269526 Low Con 0.284 Identity Attack Insult Identity_Assertion
Feb 11, 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 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...
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...
Why what?? Why am I indian and your write?? Is that your dumb question at the end of this ?
Why what?? Why am I indian and your write?? Is that your dumb question at the end of this ?
Identity Attack0.22935481
Insult0.5588244
Profanity0.29984993
Threat0.008841781
Severe Toxicity0.023076924
Moderate 0.56269526 Moderate Con 0.308 Insult
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
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.