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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 89 of 189
ITs almost like they put the dumbest Liberal in the Immigration position on purpose.
ITs almost like they put the dumbest Liberal in the Immigration position on purpose.
Identity Attack0.34649673
Insult0.6831271
Profanity0.29209393
Threat0.009566744
Severe Toxicity0.023076924
Moderate 0.6588125 Low Con 0.167 Insult
Nov 21, 2025 Thousands of refugees allowed into …
Indians can't drive 😂 the worst drivers in the world
Indians can't drive 😂 the worst drivers in the world
Identity Attack0.6458014
Insult0.47384647
Profanity0.26937544
Threat0.020782012
Severe Toxicity0.16960317
Moderate 0.6588125 Low Con 0.136 Identity Attack Unverified_Claim
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
The issue is not with immigrant, it is the criminals and the religious fanatic imposing their flawed belief into other countries. The bigger problem is are the criminals in power that been voted in by …
The issue is not with immigrant, it is the criminals and the religious fanatic imposing their flawed belief into other countries. The bigger problem is are the criminals in power that been voted in by traitors and brainwashed Canadians. Liberals are corrupted to the core, created this problem. Ford is a sellout hypocrite just like Trudeau, Carney and the rest. All traitors!
Identity Attack0.44690517
Insult0.6831271
Profanity0.09551262
Threat0.009359611
Severe Toxicity0.023076924
Moderate 0.6588125 Low Con 0.218 Insult
Aug 27, 2025 Why Canadians Are Turning Against …
the only one who is allowing this garbage is the government
the only one who is allowing this garbage is the government
Identity Attack0.10221587
Insult0.65231085
Profanity0.31402156
Threat0.009696201
Severe Toxicity0.023076924
Moderate 0.6588125 Low Con 0.181 Insult
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
A Canadian calling himself white trash is a great example of how we've been taught to hate ourselves.
A Canadian calling himself white trash is a great example of how we've been taught to hate ourselves.
Identity Attack0.6227552
Insult0.5935568
Profanity0.26641908
Threat0.008919456
Severe Toxicity0.070156105
Moderate 0.6588125 Moderate Con 0.415 Identity Attack Insult Identity_Assertion
Jan 27, 2026 32 likes Inside Canada's Indian Invasion...
Good to see "New New Dehli" aka Canada's problems being shown here , the whole Country is a fucking mess
Good to see "New New Dehli" aka Canada's problems being shown here , the whole Country is a fucking mess
Identity Attack0.40713623
Insult0.5130944
Profanity0.61633086
Threat0.010964886
Severe Toxicity0.16960317
Moderate 0.6588125 Moderate Con 0.308 Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Who even thinks of ‘Indians eat poop’ as a stereotype? That’s not a ‘joke’—that’s straight-up dehumanizing racism. Indians in Canada work, pay taxes, build businesses, and keep essential services running. Why is it so normal …
Who even thinks of ‘Indians eat poop’ as a stereotype? That’s not a ‘joke’—that’s straight-up dehumanizing racism. Indians in Canada work, pay taxes, build businesses, and keep essential services running. Why is it so normal to say disgusting things about us and call it content? I face this hate every fucking day you If you really dislike Indians that much, be honest about it. Put up a sign: ‘Indians not welcome.’ But you won’t—because you still want Indian customers, Indian workers, and Indian money. You can’t profit from a community while disrespecting it
Identity Attack0.57957685
Insult0.5678696
Profanity0.54024357
Threat0.055917133
Severe Toxicity0.34997055
Moderate 0.6588125 Constructive 0.568 Identity Attack Insult Moral_Argument
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
U people deserve the Pakistani rape gang I wish more islamic enrichment on the west and hope Indians r going to remember this for the next decade or so
U people deserve the Pakistani rape gang I wish more islamic enrichment on the west and hope Indians r going to remember this for the next decade or so
Identity Attack0.6007182
Insult0.5130944
Profanity0.41436642
Threat0.5195707
Severe Toxicity0.45895407
Moderate 0.6588125 Low Con 0.248 Identity Attack Insult Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Number one she's a complete f****** liar. Number two she's using stats that are not verified by any government agency anywhere. But you didn't notice they get the same benefits as Canadian citizens. Which is …
Number one she's a complete f****** liar. Number two she's using stats that are not verified by any government agency anywhere. But you didn't notice they get the same benefits as Canadian citizens. Which is all the welfare that can digest. Here in the United States they get permanent residency and citizenship right away. Once they get refugee status they never have to work a day in their life in this country they will be funded in full by the American taxpayer. Then they will sponsor all the relatives. They're five sisters which are really their wives. This is what people are not understanding what's going on. Looking what's happening in Dearborn Michigan cured in 10 years the population has quadrupled. It does not even look like an American city anymore
Identity Attack0.24293575
Insult0.64537907
Profanity0.5013569
Threat0.018710058
Severe Toxicity0.19455661
Moderate 0.6588125 Constructive 0.569 Insult
May 22, 2019 1 likes How much do refugees and …
1:00 I'll give you a idea how to solve it, stop drugs dumb
1:00 I'll give you a idea how to solve it, stop drugs dumb
Identity Attack0.056582913
Insult0.6149945
Profanity0.39207047
Threat0.055917133
Severe Toxicity0.04666401
Moderate 0.6588125 Low Con 0.219 Insult Meta_Commentary
Dec 17, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
It’s not about colour!! It’s about belligerence,arrogance,and don’t give a shit attitude about the Canada!! Sorry but I’m not nice to the one’s who get around with that attitude!! When in Rome do what the …
It’s not about colour!! It’s about belligerence,arrogance,and don’t give a shit attitude about the Canada!! Sorry but I’m not nice to the one’s who get around with that attitude!! When in Rome do what the Roman’s do!! I’m an immigrant as well,and my blood is boiling with these species!! Thank Trudeau and now us clown carney!! What it is doing is causing a lot of hate, Canadians need to get off their asses and start voicing and pushing back on this situation than turning a blind eye!! The ones who shouldn’t be here need to be deported!!
Identity Attack0.4139151
Insult0.5678696
Profanity0.5365423
Threat0.061089642
Severe Toxicity0.21596274
Moderate 0.6588125 Moderate Con 0.477 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Air India happened decades ago Canada was fucked back then by this country and culture
Air India happened decades ago Canada was fucked back then by this country and culture
Identity Attack0.381025
Insult0.41530323
Profanity0.6672561
Threat0.010447056
Severe Toxicity0.16960317
Moderate 0.6588125 Moderate Con 0.316 Fear_Threat
Feb 4, 2026 Inside Canada's Indian Invasion...
Brampton isn't the worst place. I am glad I don't live in shit holes like Thunder Bay or Belleville.
Brampton isn't the worst place. I am glad I don't live in shit holes like Thunder Bay or Belleville.
Identity Attack0.109318495
Insult0.47384647
Profanity0.70864636
Threat0.009437286
Severe Toxicity0.052940834
Moderate 0.6588125 Constructive 0.525 Comparative_Framing
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
5:30 said by a fat white guy who's only way of transport is a bicycle😂😂😂
5:30 said by a fat white guy who's only way of transport is a bicycle😂😂😂
Identity Attack0.5680164
Insult0.5130944
Profanity0.26802593
Threat0.018192071
Severe Toxicity0.15706694
Moderate 0.6588125 Low Con 0.265 Identity Attack Insult Humor_Satire
Mar 1, 2026 2 likes Inside Canada's Indian Invasion...
Wow and I thought we had it bad. What a sh*t show... no pun intended
Wow and I thought we had it bad. What a sh*t show... no pun intended
Identity Attack0.016460562
Insult0.42367843
Profanity0.64657205
Threat0.010110466
Severe Toxicity0.037697118
Moderate 0.6588125 Moderate Con 0.328 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction …
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction out of fear, good job Canada! I hate my country I couldnt care less anymore, if we became the 51 state or not because who cares, were shit either way! Go ahead block this comment im just another racist right??? keep going down this path I dont mind becomming what you all want me to be... I was raised to believe in equality for all. I havent seen anything but a mass victimization of everything! Migration, Mental Health, Work place orrientation. People just gotta really start being honest with themselves first. in a society where its common to duisguise yourself with a "digital filter", I really think self honesty is going to be a very important tool for the future. learning to live with the "ugly truth" instead of trying to cover things up all the time, some people just suck no matter the race color or culture more realistically.
Identity Attack0.2964622
Insult0.5739874
Profanity0.596623
Threat0.04686524
Severe Toxicity0.20678867
Moderate 0.6588125 Constructive 0.644 Insult Policy_Critique
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are okay. Muslims are bad
Indians are okay. Muslims are bad
Identity Attack0.71720207
Insult0.47384647
Profanity0.26638454
Threat0.01119791
Severe Toxicity0.16960317
Moderate 0.6588125 Low Con 0.264 Identity Attack Identity_Assertion
Feb 20, 2026 Inside Canada's Indian Invasion...
my european white immigrant new Canadian friend have no problems with indian Canadians, but he had tremendous problems vs small q anon pr3d0cultist agressive fascist narcisisstic sadistic insane putinist trumpist trash q anon outta jail …
my european white immigrant new Canadian friend have no problems with indian Canadians, but he had tremendous problems vs small q anon pr3d0cultist agressive fascist narcisisstic sadistic insane putinist trumpist trash q anon outta jail group in scarborough.
Identity Attack0.55044734
Insult0.6675394
Profanity0.3194067
Threat0.012958534
Severe Toxicity0.16960317
Moderate 0.6588125 Moderate Con 0.47 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The bullshit is obvious when they know the number of people who are "possibly non-compliant" but dont know the number of "fully non-compliant" If there is no distinction, the possibly non-compliant are all fully non-compliant.
The bullshit is obvious when they know the number of people who are "possibly non-compliant" but dont know the number of "fully non-compliant" If there is no distinction, the possibly non-compliant are all fully non-compliant.
Identity Attack0.022188433
Insult0.37733194
Profanity0.759977
Threat0.008155655
Severe Toxicity0.0475607
Moderate 0.6588125 Low Con 0.223
Oct 1, 2025 IRCC Names India in Study …
Liberals say immigrants will give us more money. If you shit in your soup, there will be more of it too.
Liberals say immigrants will give us more money. If you shit in your soup, there will be more of it too.
Identity Attack0.3819294
Insult0.45135358
Profanity0.65961236
Threat0.036149003
Severe Toxicity0.112294696
Moderate 0.6588125 Low Con 0.123 Humor_Satire
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
The same shit is happening in Aus! It's almost always those who migrated from the rural parts of a developing country who don't (want to?) assimilate well. This is why there should be a "check" …
The same shit is happening in Aus! It's almost always those who migrated from the rural parts of a developing country who don't (want to?) assimilate well. This is why there should be a "check" to immigration. The honest, talented, hard-working immigrants, who get all my respect, looking to start anew get trampled, replaced by those disgustingly dishonest, visa dodgers at best.
Identity Attack0.38223284
Insult0.5678696
Profanity0.6242122
Threat0.021472665
Severe Toxicity0.16960317
Moderate 0.6588125 Constructive 0.652 Insult
Nov 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Lena Diab proved herself to be a fool months ago and she’s still here. They say carney is stricter with people like this than Trudeau but I highly doubt that. Carney doesn’t give a shit …
Lena Diab proved herself to be a fool months ago and she’s still here. They say carney is stricter with people like this than Trudeau but I highly doubt that. Carney doesn’t give a shit about incompetence and I think Lena is here to stay.
Identity Attack0.024600167
Insult0.68668073
Profanity0.44890457
Threat0.009929225
Severe Toxicity0.02444411
Moderate 0.6588125 Moderate Con 0.367 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Your a liar and being this is from the CBC I know your a liar . Propaganda
Your a liar and being this is from the CBC I know your a liar . Propaganda
Identity Attack0.025203101
Insult0.71120167
Profanity0.16682947
Threat0.007909686
Severe Toxicity0.022452017
Moderate 0.6588125 Low Con 0.167 Insult Meta_Commentary
Dec 2, 2025 How much do refugees and …
4:12 that guy must’ve watched Tyler’s video about the Indian poop festival where that one guy eat poop 😂
4:12 that guy must’ve watched Tyler’s video about the Indian poop festival where that one guy eat poop 😂
Identity Attack0.2823795
Insult0.37619758
Profanity0.43554106
Threat0.028379176
Severe Toxicity0.18844056
Moderate 0.6588125 Low Con 0.249 Humor_Satire
Feb 3, 2026 Inside Canada's Indian Invasion...
These people stink, get them out of here now!
These people stink, get them out of here now!
Identity Attack0.22859548
Insult0.64537907
Profanity0.27072498
Threat0.03649433
Severe Toxicity0.03321367
Moderate 0.6588125 Low Con 0.195 Insult Identity_Assertion
Jan 29, 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.