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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
30,738 comments · Page 61 of 1230
"Poor white trash" couldn't have said it better
"Poor white trash" couldn't have said it better
Inside Canada's Indian Invasion... · 397: Cluster #396
Close reading → Video sentiment →
Identity Attack0.6649212
Insult0.65865606
Profanity0.36230123
Threat0.011379151
Severe Toxicity0.22513679
Toxic 0.743089 Low Con 0.282 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Of course they are our government is so dumb they are a bunch of dishonest people
Of course they are our government is so dumb they are a bunch of dishonest people
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.17614605
Insult0.7497506
Profanity0.36752504
Threat0.009307829
Severe Toxicity0.023645958
Toxic 0.743089 Low Con 0.162 Insult Policy_Critique
Oct 2, 2025 IRCC Names India in Study …
the guy on the bike is full of shit. you're far more likely to be raped in Canada by a cacausian male than an African. the africans are trying to be on good behaviour so …
the guy on the bike is full of shit. you're far more likely to be raped in Canada by a cacausian male than an African. the africans are trying to be on good behaviour so that they can keep their visas. duh. And re: the number of Tims employees who are white: how many white Gen-Z Canadians do you see hoping to get a job at Tims vs. the number you can see who spend their entire day on their phones in their parents' basement?
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.6149945
Profanity0.6001929
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.743089 Moderate Con 0.476 Identity Attack Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Good riddance, enough useless garbage in Canada...
Good riddance, enough useless garbage in Canada...
Quebec Ends Economic Immigration Program | Your Morning · 47: Cluster #46
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.7218519
Profanity0.15635987
Threat0.01187109
Severe Toxicity0.02444411
Toxic 0.743089 Low Con 0.267 Insult Identity_Assertion
Nov 20, 2025 8 likes Quebec Ends Economic Immigration Program …
You should interview experts, not ignorant morons on the street, who are a full of misinformation 🙁
You should interview experts, not ignorant morons on the street, who are a full of misinformation 🙁
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.031722516
Insult0.7657292
Profanity0.36230123
Threat0.009359611
Severe Toxicity0.023458159
Toxic 0.743089 Low Con 0.163 Insult Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
No problem. Won’t be heading down there anytime soon. Until the orange clown is gone.
No problem. Won’t be heading down there anytime soon. Until the orange clown is gone.
· 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.00053990015
Insult0.66390926
Profanity0.00081931584
Threat0.0015455245
Severe Toxicity0.000021166308
Toxic 0.7371832 Insult Humor_Satire
Dec 8, 2025
WoW educated and still stupid,just don't care about where tax dollars go,never run out ,a steady stream of funds,who cares when it's never ending,these people need be fired now!
WoW educated and still stupid,just don't care about where tax dollars go,never run out ,a steady stream of funds,who cares when it's never ending,these people need be fired now!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.026007013
Insult0.7418356
Profanity0.2882351
Threat0.12382901
Severe Toxicity0.023076924
Toxic 0.73663366 Low Con 0.201 Insult
Sep 29, 2025 1 likes IRCC Names India in Study …
I live in Alberta and Canada has fallen. We are completely taken over at this point and I'm voting to leave Canada while we still can. Canada is complete and utter socialist shit.
I live in Alberta and Canada has fallen. We are completely taken over at this point and I'm voting to leave Canada while we still can. Canada is complete and utter socialist shit.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4006267
Insult0.5678696
Profanity0.70864636
Threat0.009722093
Severe Toxicity0.16960317
Toxic 0.73663366 Moderate Con 0.422 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Ontarians spent decades crying about Quebec trying to keep their culture and language alive, saying they should be forced to integrate into broader Canadian Culture. And then they decide to just become India and China. …
Ontarians spent decades crying about Quebec trying to keep their culture and language alive, saying they should be forced to integrate into broader Canadian Culture. And then they decide to just become India and China. Very cool, Ontario. Glad Quebecois never listened to you self destructive idiots.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.7762574
Profanity0.26641908
Threat0.0130621
Severe Toxicity0.02378681
Toxic 0.73663366 Low Con 0.291 Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
bro really had to top the video off about indians with a scam ass sponsor 🤣
bro really had to top the video off about indians with a scam ass sponsor 🤣
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4931391
Insult0.5130944
Profanity0.5188411
Threat0.04718852
Severe Toxicity0.25624833
Toxic 0.73663366 Low Con 0.179 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Excuse me, was that really a fucking tuk tuk on a highway?
Excuse me, was that really a fucking tuk tuk on a highway?
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.016862517
Insult0.2817503
Profanity0.844891
Threat0.009048914
Severe Toxicity0.16960317
Toxic 0.73663366 Low Con 0.238 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canadas pretty good if youre a muslim or brown now 😂 sucks if youre an actual Canadian...
Canadas pretty good if youre a muslim or brown now 😂 sucks if youre an actual Canadian...
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6637263
Insult0.5935568
Profanity0.541926
Threat0.01750142
Severe Toxicity0.34942797
Toxic 0.73663366 Low Con 0.294 Identity Attack Insult
Jun 19, 2025 7 likes How Canada broke its immigration …
Look at the clown we just got rid of, and people wonder why we have so many. Shit aint gonna get better with the clown we got now either.
Look at the clown we just got rid of, and people wonder why we have so many. Shit aint gonna get better with the clown we got now either.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.025806036
Insult0.6407567
Profanity0.65961236
Threat0.0287245
Severe Toxicity0.05742428
Toxic 0.73663366 Low Con 0.19 Insult Policy_Critique
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
Canada did not do it, you can thank blackface sockboy and the ndp/liberal party fot destroying Canada. I thought people would realize this but no, they reelected the idiot party. Canada NEEDS mass deportation.
Canada did not do it, you can thank blackface sockboy and the ndp/liberal party fot destroying Canada. I thought people would realize this but no, they reelected the idiot party. Canada NEEDS mass deportation.
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.7497506
Profanity0.33453682
Threat0.06432246
Severe Toxicity0.070156105
Toxic 0.73663366 Low Con 0.282 Insult
Jun 18, 2025 1 likes How Canada broke its immigration …
That goofball with the helmet on has the audacity to talk about Africans like his dirty ass not on a bike looking like he doesn’t contribute a thing to the Canadian society. Like white men …
That goofball with the helmet on has the audacity to talk about Africans like his dirty ass not on a bike looking like he doesn’t contribute a thing to the Canadian society. Like white men didn’t rape black women for hundreds of years. I hate he gives ignorant bums like that such a large platform to express their racism. As an African American I find his comments highly offensive. Although I know he’s not educated enough to know any better because he considered himself “white trash” that was the only accurate thing he said
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.71120167
Profanity0.541926
Threat0.2836219
Severe Toxicity0.457266
Toxic 0.73663366 Moderate Con 0.419 Identity Attack Insult Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
😂 in 2026 we still have educated fools who think people from Africa are dumb. And you wonder why you are the poor yt trash left behind in the town
😂 in 2026 we still have educated fools who think people from Africa are dumb. And you wonder why you are the poor yt trash left behind in the town
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Video sentiment →
Identity Attack0.4931391
Insult0.6677319
Profanity0.4193644
Threat0.021645326
Severe Toxicity0.23223256
Toxic 0.73663366 Low Con 0.177 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Other countries want what we have so instead they migrate no are populating in the 🇺🇸 BECAUSE THEY feel like the citizen of America aint doing shit with America
Other countries want what we have so instead they migrate no are populating in the 🇺🇸 BECAUSE THEY feel like the citizen of America aint doing shit with America
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36803186
Insult0.40420914
Profanity0.64657205
Threat0.011405042
Severe Toxicity0.23223771
Toxic 0.73663366 Low Con 0.184 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
The west is their own fault not screening real immigrants, and letting them set up false colleges and enter with fraud documents. If they do not check legitimate checking, you get every one exploits the …
The west is their own fault not screening real immigrants, and letting them set up false colleges and enter with fraud documents. If they do not check legitimate checking, you get every one exploits the system. The guy in bicycle has no clue about India. What nonsense rape is in their culture, rubbish crap video.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5739874
Profanity0.5188411
Threat0.17964768
Severe Toxicity0.34962174
Toxic 0.73663366 Low Con 0.294 Identity Attack Insult Policy_Critique
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Illegal immigrants have been a big problem in Canada for at least 10 years. These idiots are sitting there and they can't answer the question. Our tax dollars are getting ripped off because these fools …
Illegal immigrants have been a big problem in Canada for at least 10 years. These idiots are sitting there and they can't answer the question. Our tax dollars are getting ripped off because these fools have a job that they can't even do. It is about time we hire people that have the skills to do the job.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.39966375
Insult0.7657292
Profanity0.30161268
Threat0.0113014765
Severe Toxicity0.030523606
Toxic 0.73663366 Moderate Con 0.397 Insult
Jan 3, 2026 IRCC Names India in Study …
This is so disgusting. Its largely why we have to shut the border down with Canada. So many parasites.
This is so disgusting. Its largely why we have to shut the border down with Canada. So many parasites.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.34000012
Insult0.72756535
Profanity0.22542313
Threat0.010809537
Severe Toxicity0.02416241
Toxic 0.73663366 Moderate Con 0.312 Insult
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
oh hell yeah, here we fucken go 😂😂
oh hell yeah, here we fucken go 😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.01565665
Insult0.18728738
Profanity0.8186401
Threat0.012492486
Severe Toxicity0.18232453
Toxic 0.73663366 Moderate Con 0.305 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm from Canada, we are clearly invaded and yet people wonder why houses are not affordable. People are so dumb
I'm from Canada, we are clearly invaded and yet people wonder why houses are not affordable. People are so dumb
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36733335
Insult0.75027496
Profanity0.3366329
Threat0.009463178
Severe Toxicity0.023223408
Toxic 0.73663366 Moderate Con 0.442 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
You racist prick Be happy that they contribute to the economy. Something to thunk about for you. Unlike europe refugees Who live on social benefits and don’t contribute to the economy. And be happy they …
You racist prick Be happy that they contribute to the economy. Something to thunk about for you. Unlike europe refugees Who live on social benefits and don’t contribute to the economy. And be happy they are not the religion you don’t want. They might be dirty but not religious fanatics.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.71120167
Profanity0.46460027
Threat0.013579931
Severe Toxicity0.30763787
Toxic 0.73663366 Low Con 0.261 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I like your videos but stop racism at least beep it, I mean a white person talking shit about Africans is real racist
I like your videos but stop racism at least beep it, I mean a white person talking shit about Africans is real racist
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.5983441
Insult0.5130944
Profanity0.61633086
Threat0.042985857
Severe Toxicity0.23225316
Toxic 0.73663366 Moderate Con 0.343 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Rats stealing resources from Canadians. Rats.
Rats stealing resources from Canadians. Rats.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.72868866
Profanity0.21132572
Threat0.010291707
Severe Toxicity0.13599765
Toxic 0.73663366 Low Con 0.185 Insult
Nov 21, 2025 Thousands of refugees allowed into …
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.