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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 166 of 1230
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
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
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...
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.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
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)
East Indian Canadians are the most racist people Ive experienced. They seem to hold a real grudge towards first nation Canadians and really seek them out to abuse them.
East Indian Canadians are the most racist people Ive experienced. They seem to hold a real grudge towards first nation Canadians and really seek them out to abuse them.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.46327567
Profanity0.08904689
Threat0.038911607
Severe Toxicity0.02406851
Moderate 0.52007306 Constructive 0.518 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Remigration now. And to all the Africans and the Muslims trying to cozy upto us White folks, because you happen to hate Indians, please understand that you're next on the deportation list.
Remigration now. And to all the Africans and the Muslims trying to cozy upto us White folks, because you happen to hate Indians, please understand that you're next on the deportation list.
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.37506318
Profanity0.18786818
Threat0.13279422
Severe Toxicity0.05025077
Moderate 0.52007306 Low Con 0.259 Identity Attack Identity_Assertion
Feb 4, 2026 2 likes 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.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
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...
She's incompetent and a DEI,perfect Liberal MP!
She's incompetent and a DEI,perfect Liberal MP!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.058856625
Insult0.6149945
Profanity0.10549548
Threat0.00823333
Severe Toxicity0.016190045
Moderate 0.52007306 Low Con 0.206 Insult Policy_Critique
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
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
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
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)
This video was a hitjob to target indians
This video was a hitjob to target indians
Inside Canada's Indian Metropolis (Brampton) · 84: Cluster #83
Close reading → Video sentiment →
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)
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.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
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 …
Liberals ruined this country. No going back folks and we can thank Trudeau and his special interest groups. We are focked.
Liberals ruined this country. No going back folks and we can thank Trudeau and his special interest groups. We are focked.
New rules, regulations take effect across Canada · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.20680901
Insult0.4710501
Profanity0.46460027
Threat0.012181788
Severe Toxicity0.023364257
Moderate 0.52007306 Low Con 0.269 Policy_Critique
Jan 6, 2026 2 likes New rules, regulations take effect …
Bruhh as an international student here in Canada who actually came here to develop a career and find a successful path, I'm honestly terrified of other immigrants who do stupid things without any repercussions because …
Bruhh as an international student here in Canada who actually came here to develop a career and find a successful path, I'm honestly terrified of other immigrants who do stupid things without any repercussions because they do all the fk ups and people actually came here to have a good career and life get marginalized and targeted. It's a very terrifying situation rn.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.39207554
Insult0.54471385
Profanity0.4001375
Threat0.010654188
Severe Toxicity0.023364257
Moderate 0.52007306 Constructive 0.692 Insult Personal_Narrative
Sep 11, 2025 4 likes Why Canadians Are Turning Against …
How about ban all immigrant protesting??? What bs. They collect refugee money to fund themselves... wtf is this Canada??
How about ban all immigrant protesting??? What bs. They collect refugee money to fund themselves... wtf is this Canada??
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.40243408
Profanity0.44752163
Threat0.011638066
Severe Toxicity0.02411546
Moderate 0.52007306 Moderate Con 0.355 Unverified_Claim
Sep 4, 2025 Why Canadians Are Turning Against …
boy ........... this is reverse colonialism ............. if you allow more immigration ............ you are doomed ............ if you dont ........ you are doomed anyway .......... because some of you are lazy and consume substances
boy ........... this is reverse colonialism ............. if you allow more immigration ............ you are doomed ............ if you dont ........ you are doomed anyway .......... because some of you are lazy and consume substances
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.15945168
Insult0.5678696
Profanity0.114160895
Threat0.011638066
Severe Toxicity0.02258113
Moderate 0.52007306 Low Con 0.166 Insult Fear_Threat
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
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.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
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...
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.
Inside Canada's Indian Metropolis (Brampton) · 25: Cluster #24
Close reading → Discourse → Video sentiment →
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)
Damn. I'm from Montréal. I didn't know that they smuggle from here 😮
Damn. I'm from Montréal. I didn't know that they smuggle from here 😮
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.11860296
Insult0.3388922
Profanity0.58072567
Threat0.011456826
Severe Toxicity0.024350211
Moderate 0.52007306 Constructive 0.53 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Most racist and ragebait channel
Most racist and ragebait channel
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
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...
Useless! Canada will never learn and stop letting criminals in😮😮
Useless! Canada will never learn and stop letting criminals in😮😮
Canadian immigration officers investigating hundreds identified by extortion … · 125: Cluster #124
Close reading → Discourse → Video sentiment →
Identity Attack0.18546575
Insult0.56997263
Profanity0.080318145
Threat0.011068452
Severe Toxicity0.017803956
Moderate 0.52007306 Low Con 0.104 Insult Fear_Threat
Feb 21, 2026 Canadian immigration officers investigating hundreds …
Deport scammer india
Deport scammer india
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
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...
The ignorant remarks towards sub-saharan Africans is wild. Says a lot about the guy's IQ
The ignorant remarks towards sub-saharan Africans is wild. Says a lot about the guy's IQ
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.3958119
Insult0.5678696
Profanity0.13785136
Threat0.0078449575
Severe Toxicity0.020127986
Moderate 0.52007306 Low Con 0.234 Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They went home. Collecting our money. Scammers.
They went home. Collecting our money. Scammers.
IRCC Names India in Study Permit Fraud | … · 32: Cluster #31
Close reading → Discourse → Video sentiment →
Identity Attack0.01656105
Insult0.58196646
Profanity0.14225815
Threat0.008686432
Severe Toxicity0.013478675
Moderate 0.52007306 Low Con 0.295 Insult Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
Indians are the raciest people
Indians are the raciest people
Inside Canada's Indian Invasion... · 87: Cluster #86
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.4196762
Profanity0.22792831
Threat0.01187109
Severe Toxicity0.13073033
Moderate 0.52007306 Low Con 0.193 Identity Attack Identity_Assertion
Feb 22, 2026 Inside Canada's Indian Invasion...
hell ya Ontario do Sudbury its got a lot of problems
hell ya Ontario do Sudbury its got a lot of problems
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2700233
Insult0.39743927
Profanity0.4756165
Threat0.042985857
Severe Toxicity0.08332442
Moderate 0.52007306 Moderate Con 0.337 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
The indians and Africans have brought pure chaos to the roads of every city in canada
The indians and Africans have brought pure chaos to the roads of every city in canada
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.6227552
Insult0.37279442
Profanity0.14049543
Threat0.022681303
Severe Toxicity0.044870634
Moderate 0.52007306 Low Con 0.224 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Those "experts" you spoke to are liars. Refugees cost Canadian billions every year.
Those "experts" you spoke to are liars. Refugees cost Canadian billions every year.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.17070955
Insult0.6051471
Profanity0.0741757
Threat0.008039144
Severe Toxicity0.012962224
Moderate 0.52007306 Low Con 0.289 Insult
Sep 26, 2019 How much do refugees and …
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.