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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
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: Tox: 0.5 – 1 4,704 comments · Page 141 of 189
Immigration levels should be zero until we deport all the illegals in the country and so-called a silent claimers and students who is visas have expired and then we should go back to bringing an …
Immigration levels should be zero until we deport all the illegals in the country and so-called a silent claimers and students who is visas have expired and then we should go back to bringing an immigrants according to their value to our society not the scum of the earth that we're taking in now
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5739874
Profanity0.2801717
Threat0.037530303
Severe Toxicity0.02430326
Moderate 0.5716857 Moderate Con 0.328 Insult Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
birth rate is non-sense! all white national homelands have been attacked, UK, USA, Australia, New Zealand ... flooded with migrants, wake the fuc up people,
birth rate is non-sense! all white national homelands have been attacked, UK, USA, Australia, New Zealand ... flooded with migrants, wake the fuc up people,
Why Canadians Are Turning Against Immigrants. · 8: Cluster #7
Close reading → Video sentiment →
Identity Attack0.5039629
Insult0.47273466
Profanity0.4840093
Threat0.049128212
Severe Toxicity0.12019568
Moderate 0.5716857 Low Con 0.185 Identity Attack
Aug 28, 2025 Why Canadians Are Turning Against …
On the one hand, you can't blame people for not wanting to be in India. But, more importantly, these are the people that made India the shithole it is lol I'm ready for Judgment Day.
On the one hand, you can't blame people for not wanting to be in India. But, more importantly, these are the people that made India the shithole it is lol I'm ready for Judgment Day.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.48990932
Insult0.47020787
Profanity0.5249258
Threat0.035458352
Severe Toxicity0.16960317
Moderate 0.5716857 Moderate Con 0.389
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Dirty Poopers and Turbinators !!!
Dirty Poopers and Turbinators !!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0775651
Insult0.54471385
Profanity0.36225098
Threat0.012233571
Severe Toxicity0.13073033
Moderate 0.5716857 Low Con 0.117 Insult Fear_Threat
Feb 4, 2026 3 likes Inside Canada's Indian Invasion...
lmao well you saw all those Indian CDL drivers who were killing people bc they were given CDL’s without actually passing the test and then getting hired by these indian owned trucking companies. They are …
lmao well you saw all those Indian CDL drivers who were killing people bc they were given CDL’s without actually passing the test and then getting hired by these indian owned trucking companies. They are awful drivers.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.28593817
Threat0.13582869
Severe Toxicity0.05025077
Moderate 0.5716857 Moderate Con 0.337 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
😡 So disgusting! 🤢🤮😡 Civil war is the only way out of this insane mess thekberals have put us in.
😡 So disgusting! 🤢🤮😡 Civil war is the only way out of this insane mess thekberals have put us in.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.5130944
Profanity0.2395431
Threat0.44185185
Severe Toxicity0.16960317
Moderate 0.5716857 Low Con 0.215 Insult
Nov 21, 2025 1 likes Thousands of refugees allowed into …
I’m not against immigration, I’m against the governments stupidity. They must be employable, believe in democracy and free speech. And not be a burden on the taxpayers… carneys another Trudeau…. Stop bringing in the ones …
I’m not against immigration, I’m against the governments stupidity. They must be employable, believe in democracy and free speech. And not be a burden on the taxpayers… carneys another Trudeau…. Stop bringing in the ones that don’t want to join us and become Canadians.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.2774022
Insult0.6109131
Profanity0.2298641
Threat0.009126588
Severe Toxicity0.02116089
Moderate 0.5716857 Moderate Con 0.409 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Where are they? Everywhere. Nasty people they are trying to build this country like their country. Big statues big noisy gatherings so loud in public no following road rules or any policies. Just most of …
Where are they? Everywhere. Nasty people they are trying to build this country like their country. Big statues big noisy gatherings so loud in public no following road rules or any policies. Just most of them are garbage. There are good ones too who adopt to this country and follow things
IRCC Names India in Study Permit Fraud | … · 232: Cluster #231
Close reading → Discourse → Video sentiment →
Identity Attack0.14233272
Insult0.6306599
Profanity0.22592722
Threat0.008505191
Severe Toxicity0.022064678
Moderate 0.5716857 Moderate Con 0.321 Insult Identity_Assertion
Sep 29, 2025 IRCC Names India in Study …
Dirty people
Dirty people
Inside Canada's Indian Invasion... · 322: Cluster #321
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.5678696
Profanity0.3320008
Threat0.008867673
Severe Toxicity0.023076924
Moderate 0.5716857 Moderate Con 0.377 Insult Identity_Assertion
Feb 26, 2026 Inside Canada's Indian Invasion...
And yet the liberals/ndp keep getting voted in.... I have no pity for the global landmass formally known as "canada". If I had the money I would have left this shithole 10 years ago.
And yet the liberals/ndp keep getting voted in.... I have no pity for the global landmass formally known as "canada". If I had the money I would have left this shithole 10 years ago.
Why Canadians Are Turning Against Immigrants. · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.18313584
Insult0.5130944
Profanity0.5188411
Threat0.011353259
Severe Toxicity0.02491361
Moderate 0.5716857 Moderate Con 0.318 Insult
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Guy on a bike says"Africans have low intelligence''LMAO🤣🤣
Guy on a bike says"Africans have low intelligence''LMAO🤣🤣
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.47357693
Profanity0.26600444
Threat0.021990653
Severe Toxicity0.16960317
Moderate 0.5716857 Low Con 0.157 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Our country is really starting to suck with our migrant issues
Our country is really starting to suck with our migrant issues
Inside Canada's Indian Invasion... · 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.4125297
Profanity0.44890457
Threat0.009230154
Severe Toxicity0.02416241
Moderate 0.5716857 Low Con 0.293 Fear_Threat
Feb 28, 2026 Inside Canada's Indian Invasion...
The dude on the bike said the quiet part out loud “poor white trash like me”. 🙄😜
The dude on the bike said the quiet part out loud “poor white trash like me”. 🙄😜
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.53446084
Insult0.5497792
Profanity0.2963245
Threat0.009696201
Severe Toxicity0.02420936
Moderate 0.5716857 Moderate Con 0.322 Identity Attack Insult Humor_Satire
Mar 3, 2026 Inside Canada's Indian Invasion...
About. Damn. Time.
About. Damn. Time.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.009915425
Insult0.19967617
Profanity0.70864636
Threat0.011612174
Severe Toxicity0.02458496
Moderate 0.5716857 Low Con 0.285
Dec 24, 2025 3 likes Deportations From Canada at Their …
They seem hard working and nice usually. They aren’t shitting in the streets n stuff. The only problem is their skin color (not for me though)
They seem hard working and nice usually. They aren’t shitting in the streets n stuff. The only problem is their skin color (not for me though)
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.42167732
Profanity0.61633086
Threat0.010835429
Severe Toxicity0.12282934
Moderate 0.5716857 Moderate Con 0.436 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
India is the dirtiest country in the world. A lot of people don't take daily baths
India is the dirtiest country in the world. A lot of people don't take daily baths
Inside Canada's Indian Metropolis (Brampton) · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.47384647
Profanity0.3051381
Threat0.012647836
Severe Toxicity0.16960317
Moderate 0.5716857 Moderate Con 0.306 Identity Attack Unverified_Claim
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
I've been against Muslim immigrants for 30 years. I read the sick Quron early.
I've been against Muslim immigrants for 30 years. I read the sick Quron early.
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.6220118
Insult0.47384647
Profanity0.17241211
Threat0.013579931
Severe Toxicity0.03680043
Moderate 0.5716857 Moderate Con 0.438 Identity Attack
Aug 25, 2025 Why Canadians Are Turning Against …
I love how racist canadians here are talking about canadian culture, like they are first peoples of Canada who speak Siouan or inuit. Most of your ancestors slaughtered natives or carried out forced assimilation. Indians …
I love how racist canadians here are talking about canadian culture, like they are first peoples of Canada who speak Siouan or inuit. Most of your ancestors slaughtered natives or carried out forced assimilation. Indians who immigrated there aren't gonna take your Tim Hortons or gonna make you chant "Hare Krishna". Bunch of racist edgelords.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5362655
Profanity0.09260304
Threat0.025616571
Severe Toxicity0.02449106
Moderate 0.5716857 Moderate Con 0.405 Identity Attack Insult Moral_Argument
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
Why are we allowing them? They come to our country just to trash it like they do back in India? Shameful
Why are we allowing them? They come to our country just to trash it like they do back in India? Shameful
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.58354634
Insult0.48675314
Profanity0.20808282
Threat0.018192071
Severe Toxicity0.12809667
Moderate 0.5716857 Low Con 0.274 Identity Attack
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada government is so sicking we hate the government
Canada government is so sicking we hate the government
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4054415
Insult0.563347
Profanity0.1765991
Threat0.014220826
Severe Toxicity0.023076924
Moderate 0.5716857 Low Con 0.258 Insult Policy_Critique
Sep 8, 2025 Why Canadians Are Turning Against …
Ils sont tous entassés au Québec Ils prient dans les rues de Montréal. Ils ont tout les priorités. Mais toi qui est née ici tu passe en deuxième. Priorité a l intégrations pour qu ils …
Ils sont tous entassés au Québec Ils prient dans les rues de Montréal. Ils ont tout les priorités. Mais toi qui est née ici tu passe en deuxième. Priorité a l intégrations pour qu ils puissent être bien dans leurs peaux!!!!! Déportation Criss! On ouvre des piquerie pour qu’il puisse se piquer. Résultats plein de zombies qui se chie dans leur pantalon et qui jette leur caleçon plein de marde partout. Dans les bosquets , les parc public, dans les stationnements, dans les escaliers résidentiels Y a pas un endroit où te fait pas demander de l argent! Et avec agressivité. Déportation
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.5739874
Profanity0.58072567
Threat0.07323132
Severe Toxicity0.45895407
Moderate 0.5716857 Moderate Con 0.339 Insult
Sep 9, 2025 Why Canadians Are Turning Against …
White people being white Seriously get lost
White people being white Seriously get lost
Inside Canada's Indian Metropolis (Brampton) · 30: Cluster #29
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.40243408
Profanity0.26463717
Threat0.31092548
Severe Toxicity0.16960317
Moderate 0.5716857 Low Con 0.242 Identity Attack
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
My country is ruined. I hate Canada now.
My country is ruined. I hate Canada now.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.34626248
Profanity0.18417911
Threat0.046218675
Severe Toxicity0.02439716
Moderate 0.5716857 Moderate Con 0.373 Identity Attack Identity_Assertion
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
8:33 polish dude is f up. He is definitely a criminal. Poland is more safe than any country in the world.
8:33 polish dude is f up. He is definitely a criminal. Poland is more safe than any country in the world.
Inside Canada's Indian Metropolis (Brampton) · 82: Cluster #81
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.48675314
Profanity0.36230123
Threat0.039256934
Severe Toxicity0.1465323
Moderate 0.5716857 Moderate Con 0.351 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
less indians in canada is a good thing
less indians in canada is a good thing
2.9 million Canadian temporary visas expire in 2025-2026 · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.344702
Profanity0.18663849
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.5716857 Low Con 0.212 Identity Attack Identity_Assertion
Jan 15, 2026 2 likes 2.9 million Canadian temporary visas …
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.