Skip to content
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 991 of 1230
Canada is NOT cheap..and Canada is changing overnight! crime keeps going up, not saying it's them, but something happened over the last couple years!
Canada is NOT cheap..and Canada is changing overnight! crime keeps going up, not saying it's them, but something happened over the last couple years!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.011099357
Insult0.017614283
Profanity0.010996987
Threat0.0066086366
Severe Toxicity0.0012207031
Low Tox 0.03781283 Constructive 0.605 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Here after dont get down anyone. As you need money you get down. Better developed the country from agriculture
Here after dont get down anyone. As you need money you get down. Better developed the country from agriculture
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0032558115
Insult0.015796926
Profanity0.012482914
Threat0.0069646453
Severe Toxicity0.0011348724
Low Tox 0.03781283 Moderate Con 0.348 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
Still donate to Ukraine
Still donate to Ukraine
New rules, regulations take effect across Canada · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.01465176
Insult0.011274899
Profanity0.014839902
Threat0.0082074385
Severe Toxicity0.0018119812
Low Tox 0.03781283 Moderate Con 0.393 Meta_Commentary
Jan 3, 2026 New rules, regulations take effect …
Liberal want them for votes where do you think they get their seats
Liberal want them for votes where do you think they get their seats
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.012842959
Insult0.01625293
Profanity0.012414595
Threat0.007145886
Severe Toxicity0.0010442734
Low Tox 0.03781283 Low Con 0.252 Policy_Critique
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
My son is having a hard time finding a job. He is 22 and looking for anything. I told him to leave the country and come back and claim asylum. I am sure they would …
My son is having a hard time finding a job. He is 22 and looking for anything. I told him to leave the country and come back and claim asylum. I am sure they would not say anything because there are no checks and balances in our immigration system.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.017766917
Insult0.012870909
Profanity0.012073003
Threat0.006699257
Severe Toxicity0.0010681152
Low Tox 0.03781283 Constructive 0.681 Personal_Narrative
Feb 26, 2026 6 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
The guy on the bike is completely based. Absolute Cinema
The guy on the bike is completely based. Absolute Cinema
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0047357255
Insult0.018258847
Profanity0.015113175
Threat0.007534259
Severe Toxicity0.0014781952
Low Tox 0.03781283 Moderate Con 0.314 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Minutes in and it's hard to watch
Minutes in and it's hard to watch
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0046247323
Insult0.012072904
Profanity0.021125201
Threat0.010602405
Severe Toxicity0.0023174286
Low Tox 0.03781283 Low Con 0.273
Jan 27, 2026 Inside Canada's Indian Invasion...
this video needs to be shared.
this video needs to be shared.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.009434453
Insult0.010780896
Profanity0.027000591
Threat0.013321015
Severe Toxicity0.0038719177
Low Tox 0.03781283 Moderate Con 0.318 Call_To_Action
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
As a Brit I feel this more than anything
As a Brit I feel this more than anything
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.020178653
Insult0.013820915
Profanity0.020510335
Threat0.007145886
Severe Toxicity0.0015735626
Low Tox 0.03781283 Constructive 0.508 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I do love canada and its culture. Even as a immigrant I had a blessing to be in a country that welcomed people. Now its getting to worst part of being that welcoming. In recent …
I do love canada and its culture. Even as a immigrant I had a blessing to be in a country that welcomed people. Now its getting to worst part of being that welcoming. In recent years I have seen and felt the humiliation I even faced even after becoming PR of this country. That jobless problem is real, very real. PM carney has to do something really serious real fast or I don’t wanna say it, you got it by now. Tc fellas.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.010655383
Insult0.018581128
Profanity0.01084327
Threat0.006550381
Severe Toxicity0.001077652
Low Tox 0.03781283 Constructive 0.739 Personal_Narrative
Aug 24, 2025 12 likes Why Canadians Are Turning Against …
Thats not khalisthani flag
Thats not khalisthani flag
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.029660052
Insult0.022190686
Profanity0.023379711
Threat0.008893564
Severe Toxicity0.0036239624
Low Tox 0.03781283 Low Con 0.166 Meta_Commentary
Feb 27, 2026 Inside Canada's Indian Invasion...
conflict is unavoidable
conflict is unavoidable
Inside Canada's Indian Metropolis (Brampton) · 28: Cluster #27
Close reading → Video sentiment →
Identity Attack0.0076215584
Insult0.010248893
Profanity0.017777596
Threat0.010032792
Severe Toxicity0.0018596649
Low Tox 0.03781283 Low Con 0.27
Oct 12, 2025 Inside Canada's Indian Metropolis (Brampton)
The problem is that we don't have enough homes and jobs. If anything, as a Canadian, my dad coming from Ireland as an imagrant; everyone deserves an opportunity. Working in insurance, just wanna mention so …
The problem is that we don't have enough homes and jobs. If anything, as a Canadian, my dad coming from Ireland as an imagrant; everyone deserves an opportunity. Working in insurance, just wanna mention so some of these judgemental people who have spoken understand that Canadian hospitals bill patients who are not citizens.
Inside Canada's Indian Metropolis (Brampton) · 266: Cluster #265
Close reading → Discourse → Video sentiment →
Identity Attack0.018369852
Insult0.015948927
Profanity0.009852652
Threat0.006168481
Severe Toxicity0.0008916855
Low Tox 0.03781283 Constructive 0.825 Personal_Narrative
Dec 18, 2025 Inside Canada's Indian Metropolis (Brampton)
Still you guys love them
Still you guys love them
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00984143
Insult0.0142009165
Profanity0.023311393
Threat0.008712323
Severe Toxicity0.0023937225
Low Tox 0.03781283 Low Con 0.285 Identity_Assertion
Oct 1, 2025 IRCC Names India in Study …
My husband rented to a chinese guy for a while. After he moved out we were still getting mail for this guy……he had at least 5 different names he was using regarding bills, etc. How …
My husband rented to a chinese guy for a while. After he moved out we were still getting mail for this guy……he had at least 5 different names he was using regarding bills, etc. How do you trace these people?
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.028016793
Insult0.012338906
Profanity0.01490822
Threat0.0072365063
Severe Toxicity0.0012874603
Low Tox 0.03781283 Constructive 0.672
Oct 3, 2025 IRCC Names India in Study …
99% of people are from Punjab, not from whole India.
99% of people are from Punjab, not from whole India.
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.034042787
Insult0.013744914
Profanity0.017914234
Threat0.006427396
Severe Toxicity0.0015163422
Low Tox 0.03781283 Low Con 0.263 Unverified_Claim
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
10 years to late... canada is already 3 world country
10 years to late... canada is already 3 world country
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.019776696
Insult0.015568925
Profanity0.012073003
Threat0.006912862
Severe Toxicity0.001707077
Low Tox 0.03781283 Low Con 0.191
Nov 26, 2025 Quebec Ends Economic Immigration Program …
🇨🇦 Canada and Canadians firts 🇨🇦 This country is beautiful, please don't spoil it! 🙏🏻
🇨🇦 Canada and Canadians firts 🇨🇦 This country is beautiful, please don't spoil it! 🙏🏻
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009619443
Insult0.016936934
Profanity0.013883443
Threat0.0065956907
Severe Toxicity0.001039505
Low Tox 0.03781283 Constructive 0.527 Identity_Assertion
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
Now i understand why the canadian immigration has the requirements they do in place. It is to protect their Canadian people
Now i understand why the canadian immigration has the requirements they do in place. It is to protect their Canadian people
Why Canadians Are Turning Against Immigrants. · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.026609946
Insult0.012490907
Profanity0.011201942
Threat0.0064468146
Severe Toxicity0.0012397766
Low Tox 0.03781283 Moderate Con 0.421 Moral_Argument
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Watching this as a Canadian is so heartbreaking...
Watching this as a Canadian is so heartbreaking...
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.023595277
Insult0.013478912
Profanity0.010587076
Threat0.0074048014
Severe Toxicity0.0015163422
Low Tox 0.03781283 Moderate Con 0.441 Moral_Argument
Jan 29, 2026 80 likes Inside Canada's Indian Invasion...
The guy with the bike is my hero
The guy with the bike is my hero
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.006511623
Insult0.015188923
Profanity0.019007329
Threat0.010395273
Severe Toxicity0.0025749207
Low Tox 0.03781283 Moderate Con 0.401 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Bram-ladesh
Bram-ladesh
Inside Canada's Indian Invasion... · 81: Cluster #80
Close reading → Discourse → Video sentiment →
Identity Attack0.020982565
Insult0.01890341
Profanity0.026317406
Threat0.012026439
Severe Toxicity0.005302429
Low Tox 0.03781283 Low Con 0.218 Humor_Satire
Feb 25, 2026 Inside Canada's Indian Invasion...
The whole time we worried about the southern border when the northern border was the issue 😂
The whole time we worried about the southern border when the northern border was the issue 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008879486
Insult0.012794908
Profanity0.017914234
Threat0.0074824756
Severe Toxicity0.0015163422
Low Tox 0.03781283 Low Con 0.276 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Whats the greatest country on earth? Greenland?
Whats the greatest country on earth? Greenland?
Inside Canada's Indian Invasion... · 48: Cluster #47
Close reading → Discourse → Video sentiment →
Identity Attack0.012139536
Insult0.012984909
Profanity0.015249812
Threat0.0068416605
Severe Toxicity0.0018119812
Low Tox 0.03781283 Low Con 0.231 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
CBC does not inform public opinion but tries to form it. This is a typical example of it. It is wrong on so many levels.
CBC does not inform public opinion but tries to form it. This is a typical example of it. It is wrong on so many levels.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0027563404
Insult0.02283525
Profanity0.009681856
Threat0.005935457
Severe Toxicity0.00066280365
Low Tox 0.03781283 Moderate Con 0.352
Jan 19, 2019 1 likes 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.