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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 166 of 189
It's a two headed monster - on the right, corporate property conglomerates have QUADRUPLED RENTS IN 20 years! on the left - CLOWNS have stopped having children because they hate themselves, and they welcome in …
It's a two headed monster - on the right, corporate property conglomerates have QUADRUPLED RENTS IN 20 years! on the left - CLOWNS have stopped having children because they hate themselves, and they welcome in invaders from other countries that are already overpopulated. The West is done until this two-headed snake is stopped, and in some countries, like Canada, it's probably already too late. Too bad, Canada used to have the hottest women.
Identity Attack0.2781757
Insult0.5723624
Profanity0.18417911
Threat0.010602405
Severe Toxicity0.023076924
Moderate 0.52007306 Low Con 0.279 Insult Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
THEY ARE SUBHUMAN!
THEY ARE SUBHUMAN!
Identity Attack0.2846865
Insult0.5130944
Profanity0.30161268
Threat0.014220826
Severe Toxicity0.024866661
Moderate 0.52007306 Low Con 0.12 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Cancel all the permit and restart.. Incompetent people...fire them all
Cancel all the permit and restart.. Incompetent people...fire them all
Identity Attack0.04667538
Insult0.5239335
Profanity0.10240069
Threat0.44457343
Severe Toxicity0.023076924
Moderate 0.52007306 Low Con 0.099 Insult
Sep 29, 2025 IRCC Names India in Study …
Indians are corrupt. These are facts. The new ones coming from india are definitely ruining it for the older migrated ones from 80's
Indians are corrupt. These are facts. The new ones coming from india are definitely ruining it for the older migrated ones from 80's
Identity Attack0.5689151
Insult0.47384647
Profanity0.22663295
Threat0.018710058
Severe Toxicity0.045767322
Moderate 0.52007306 Moderate Con 0.38 Identity Attack Unverified_Claim
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Because the Canadian politicians are in on the scam. They are all Sector 7 Pakistani Scammers.
Because the Canadian politicians are in on the scam. They are all Sector 7 Pakistani Scammers.
Identity Attack0.48990932
Insult0.54471385
Profanity0.1110661
Threat0.009023022
Severe Toxicity0.023076924
Moderate 0.52007306 Low Con 0.116 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Holyshit dude
Holyshit dude
Identity Attack0.016259583
Insult0.33154017
Profanity0.8089582
Threat0.008712323
Severe Toxicity0.09649272
Moderate 0.52007306 Moderate Con 0.428 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Some of the recent Indian parasites be the Gujus and South Indians. But in general they contribute to society, in comparison to some other immigrant waves like the bike guy mentioned.
Some of the recent Indian parasites be the Gujus and South Indians. But in general they contribute to society, in comparison to some other immigrant waves like the bike guy mentioned.
Identity Attack0.55044734
Insult0.5423875
Profanity0.2761231
Threat0.012854968
Severe Toxicity0.07542343
Moderate 0.52007306 Moderate Con 0.464 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Most racist and ragebait channel
Most racist and ragebait channel
Identity Attack0.38318536
Insult0.42167732
Profanity0.26600444
Threat0.019573374
Severe Toxicity0.035007052
Moderate 0.52007306 Low Con 0.225 Meta_Commentary
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
This video was a hitjob to target indians
This video was a hitjob to target indians
Identity Attack0.48915586
Insult0.36021477
Profanity0.38845423
Threat0.11616269
Severe Toxicity0.16960317
Moderate 0.52007306 Low Con 0.193
Nov 16, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You whites instead of using water to wash you use paper to wash and you are calling us dirty
You whites instead of using water to wash you use paper to wash and you are calling us dirty
Identity Attack0.5203519
Insult0.4302003
Profanity0.27477357
Threat0.011638066
Severe Toxicity0.043077253
Moderate 0.52007306 Low Con 0.229 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Deport scammer india
Deport scammer india
Identity Attack0.55044734
Insult0.5130944
Profanity0.33434898
Threat0.2836219
Severe Toxicity0.3247677
Moderate 0.52007306 Low Con 0.222 Identity Attack Insult Call_To_Action
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
They come to Canada legally where they get free healthcare and welfare yet , want to go to the USA as someone undocumented. They're selfish and ungrateful. ʻ
They come to Canada legally where they get free healthcare and welfare yet , want to go to the USA as someone undocumented. They're selfish and ungrateful. ʻ
Identity Attack0.3043136
Insult0.5678696
Profanity0.05268429
Threat0.0079873605
Severe Toxicity0.018578632
Moderate 0.52007306 Moderate Con 0.371 Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
I think Indians should come back to India and Muslims should go there, then everything will be fine.
I think Indians should come back to India and Muslims should go there, then everything will be fine.
Identity Attack0.5983441
Insult0.3388922
Profanity0.18233459
Threat0.06820184
Severe Toxicity0.16960317
Moderate 0.52007306 Low Con 0.293 Identity Attack
Nov 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Why are Indians flooding into every western country? They need to sort out their own country rather than being cuckoos in other countries.
Why are Indians flooding into every western country? They need to sort out their own country rather than being cuckoos in other countries.
Identity Attack0.55044734
Insult0.50440645
Profanity0.36230123
Threat0.018019408
Severe Toxicity0.16960317
Moderate 0.52007306 Low Con 0.192 Identity Attack Insult Identity_Assertion
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Yep to many migrants coming over talking about “their hometown” we don’t want em. We aren’t racist we just don’t support a communist/useless government criminal gang.
Yep to many migrants coming over talking about “their hometown” we don’t want em. We aren’t racist we just don’t support a communist/useless government criminal gang.
Identity Attack0.42615733
Insult0.5678696
Profanity0.10549548
Threat0.009411395
Severe Toxicity0.020902663
Moderate 0.52007306 Moderate Con 0.375 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
Dear CBSA. Just do exactly the ICE is doing down there and we are good. Kick them all
Dear CBSA. Just do exactly the ICE is doing down there and we are good. Kick them all
Identity Attack0.07177465
Insult0.15414265
Profanity0.18417911
Threat0.6094174
Severe Toxicity0.13863131
Moderate 0.52007306 Moderate Con 0.312 Threat Call_To_Action
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
"they cant even be a cashier" omfg white racist guy on the bike is not so off on that one lmao. I work retail and I had to train an indian woman who had been …
"they cant even be a cashier" omfg white racist guy on the bike is not so off on that one lmao. I work retail and I had to train an indian woman who had been living in canada for over a year atp and months into her working with me I had to teach her that a dollar had 100 cents in it.. I have no idea how she managed to live here for so long or why tf my manager even hired her
Identity Attack0.49584505
Insult0.47384647
Profanity0.39409557
Threat0.011715741
Severe Toxicity0.04666401
Moderate 0.52007306 Constructive 0.62 Personal_Narrative
Feb 4, 2026 Inside Canada's Indian Invasion...
White liberal Socialist women and soy boy men are the problem not Muslim men who can take total control of the country and put these low lives in their place.
White liberal Socialist women and soy boy men are the problem not Muslim men who can take total control of the country and put these low lives in their place.
Identity Attack0.57957685
Insult0.46173862
Profanity0.20016506
Threat0.03304107
Severe Toxicity0.0394905
Moderate 0.52007306 Low Con 0.198 Identity Attack Fear_Threat
Feb 13, 2026 1 likes Canada's tighter immigration policy divides …
All whites are immigrants too, by killing native without any doubt, now a days in whites are native, later some other?????????? Don't cry.
All whites are immigrants too, by killing native without any doubt, now a days in whites are native, later some other?????????? Don't cry.
Identity Attack0.57150364
Insult0.34626248
Profanity0.15195307
Threat0.38897106
Severe Toxicity0.06488878
Moderate 0.52007306 Low Con 0.279 Identity Attack
Aug 25, 2025 Why Canadians Are Turning Against …
The Liberals are evil.
The Liberals are evil.
Identity Attack0.458714
Insult0.5072643
Profanity0.2337357
Threat0.013269233
Severe Toxicity0.023076924
Moderate 0.52007306 Low Con 0.181 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
Lol funny as hell brother i bet you were scared as hell lol
Lol funny as hell brother i bet you were scared as hell lol
Identity Attack0.03894114
Insult0.3388922
Profanity0.44431314
Threat0.043955702
Severe Toxicity0.08069076
Moderate 0.52007306 Moderate Con 0.431 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian is alway good but american are bad and double standard man
Indian is alway good but american are bad and double standard man
Identity Attack0.58743036
Insult0.4339631
Profanity0.22429734
Threat0.011042561
Severe Toxicity0.04397394
Moderate 0.52007306 Low Con 0.259 Identity Attack Identity_Assertion
Mar 3, 2026 Inside Canada's Indian Invasion...
As a Indian born citizen of The USA. I love my country The United States of America. I support this content expose them Indians who are ungrateful and rape there country God bless The USA …
As a Indian born citizen of The USA. I love my country The United States of America. I support this content expose them Indians who are ungrateful and rape there country God bless The USA and Nothern Usa aka Canada.
Identity Attack0.56711763
Insult0.43450394
Profanity0.33453682
Threat0.44942492
Severe Toxicity0.3247677
Moderate 0.52007306 Constructive 0.505 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Way, Way, Way Better than Muslims. Once they have Numbers they Dominate and then Kill you. 1400 Years of Islamic History Proves this Out. Hindu,, Sikh are hard working people & Peaceful. They do need …
Way, Way, Way Better than Muslims. Once they have Numbers they Dominate and then Kill you. 1400 Years of Islamic History Proves this Out. Hindu,, Sikh are hard working people & Peaceful. They do need to assimilate to Countries they go to and learn the language. Also the Polish guy was right about them being Dirty. They need to do much better on that issue. If you have been the India it is VERT DIRTY. The Hindu & Sikh people know about the Muslims. We Westerns need to learn it also before it's to Late.
Identity Attack0.57150364
Insult0.4810288
Profanity0.28708664
Threat0.44605255
Severe Toxicity0.35368225
Moderate 0.52007306 Constructive 0.675 Identity Attack Fear_Threat
Oct 31, 2025 Inside Canada's Indian Metropolis (Brampton)
I wonder why these traitors to Canada haven't been dragged out of office and hung from the nearest tree... They did this on purpose with malice and forethought... Read agenda 2030 proudly written by circus …
I wonder why these traitors to Canada haven't been dragged out of office and hung from the nearest tree... They did this on purpose with malice and forethought... Read agenda 2030 proudly written by circus clown carney where he plans to invite a total of 65 million muslims from africa, middle east and the third world making our population 100,000,000. we will be outnumbered by indians from india, middle east, and Africans. The problem with any immigration is when we only take the best and the brightest we are stealing away the future from those nations, when we take in the illeterate we are burden by their tribal backward ideologies, and have to care for these people from cradle to grave as they will never be able to compete in an open job market where every grade three student has a better education than they. We MUST send them all home. ALL OF THEM. Why are we allowing a man who hasn't lived in Canada for over thirty years, a man whos primary residence is in New York state to be leader? He's not truly Canadian, and shouldn't have been allowed to enter public office.
Identity Attack0.44690517
Insult0.5130944
Profanity0.1413768
Threat0.49142194
Severe Toxicity0.15443328
Moderate 0.52007306 Moderate Con 0.431 Insult Unverified_Claim
Feb 24, 2026 1 likes LILLEY UNLEASHED: The fall of …
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.