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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 144 of 189
The problem is actually two problems, both are huge, both are ridiculous and both are either cause and or allowed by the federal government: 1. Cutting funding to higher education - this has been policy …
The problem is actually two problems, both are huge, both are ridiculous and both are either cause and or allowed by the federal government: 1. Cutting funding to higher education - this has been policy for the past 5 administrations and seems like a thing in common between the liberal idiots and the conservative idiots. This makes these institutes incentivized to use international students to subsidize Canadian education and their own expansions. 2. The government letting immigration go through such a process. It’s crazy that people who go through this system cannot be vetted more properly.
Identity Attack0.109318495
Insult0.6308392
Profanity0.25824076
Threat0.008686432
Severe Toxicity0.023076924
Moderate 0.568186 Moderate Con 0.382 Insult
Sep 29, 2025 1 likes IRCC Names India in Study …
White people will always hate others 😂
White people will always hate others 😂
Identity Attack0.5983441
Insult0.3388922
Profanity0.25367188
Threat0.020782012
Severe Toxicity0.02514347
Moderate 0.568186 Low Con 0.207 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes 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
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...
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)
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...
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...
I'll never respect or understand people who move countries and don't lift a finger to fit in. Pure scum behavior. The Canadian govt has A LOT to answer for.
I'll never respect or understand people who move countries and don't lift a finger to fit in. Pure scum behavior. The Canadian govt has A LOT to answer for.
Identity Attack0.17925262
Insult0.6149945
Profanity0.2268346
Threat0.0091524795
Severe Toxicity0.02077355
Moderate 0.56269526 Moderate Con 0.396 Insult
Nov 1, 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...
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 …
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...
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...
What good is it going to do to raise your elbows when you are up to your eyebrows in the crap and the Liberal government has their foot on your head?
What good is it going to do to raise your elbows when you are up to your eyebrows in the crap and the Liberal government has their foot on your head?
Identity Attack0.06795148
Insult0.5130944
Profanity0.44431314
Threat0.05688698
Severe Toxicity0.023293832
Moderate 0.56269526 Moderate Con 0.315 Insult
Jun 22, 2025 2 likes How Canada broke its immigration …
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...
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but …
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but they are working and trying to get ahead …just like you , your parents or grandparents did ,you people are just being racist towards the Indians , all of you are migrant decedents ,and don’t even try the “we didi it the righ way” bs for is stupid , also you colonize and practice genocide of the locals but we don’t add that to the conversation right ? Im a migrant,did it “ right way” but understand not everyone can, why wouldn’t ( as long they don’t commit an actual crime) they have a chance also? This is not my canada , we are not the usa or europe, we are better.
Identity Attack0.45348886
Insult0.5739874
Profanity0.33453682
Threat0.08089764
Severe Toxicity0.16960317
Moderate 0.56269526 Constructive 0.668 Insult
Oct 17, 2025 IRCC Names India in Study …
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...
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 …
bunch of racists
bunch of racists
Identity Attack0.39207554
Insult0.5130944
Profanity0.26645362
Threat0.011715741
Severe Toxicity0.031420294
Moderate 0.56269526 Low Con 0.262 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
snitching is crazy bro gone get himself hurt
snitching is crazy bro gone get himself hurt
Identity Attack0.048737846
Insult0.36798462
Profanity0.28364125
Threat0.53875744
Severe Toxicity0.16960317
Moderate 0.56269526 Low Con 0.252 Threat Fear_Threat
Jan 28, 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)
A plague of filth sponsored by the liberals
A plague of filth sponsored by the liberals
Identity Attack0.31307843
Insult0.54471385
Profanity0.27139977
Threat0.012181788
Severe Toxicity0.023176458
Moderate 0.56269526 Low Con 0.144 Insult Fear_Threat
Sep 28, 2025 IRCC Names India in Study …
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...
Indian ....?? I am damn sure they identify themselves as khalistani
Indian ....?? I am damn sure they identify themselves as khalistani
Identity Attack0.5135796
Insult0.40243408
Profanity0.4989438
Threat0.015602129
Severe Toxicity0.16960317
Moderate 0.56269526 Moderate Con 0.347 Identity Attack Unverified_Claim
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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.