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 948 of 1230
Oh surprisingly? after ten years lol
Oh surprisingly? after ten years lol
Canadian immigration officers investigating hundreds identified by extortion … · 50: Cluster #49
Close reading → Discourse → Video sentiment →
Identity Attack0.0039587705
Insult0.017420914
Profanity0.022833163
Threat0.0077672824
Severe Toxicity0.0020694733
Low Tox 0.04711028 Moderate Con 0.391 Humor_Satire
Feb 18, 2026 Canadian immigration officers investigating hundreds …
We call it "Bramladesh" btw
We call it "Bramladesh" btw
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.020178653
Insult0.02618698
Profanity0.030890211
Threat0.009929225
Severe Toxicity0.004463196
Low Tox 0.04711028 Low Con 0.274 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Time to clean up house
Time to clean up house
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0052906936
Insult0.013440913
Profanity0.015898837
Threat0.012492486
Severe Toxicity0.002708435
Low Tox 0.04711028 Moderate Con 0.348 Call_To_Action
Oct 1, 2025 1 likes IRCC Names India in Study …
@2:23 😂😂 I will go next year,,,,aaahhhbaba next month. He will never leave 😂
@2:23 😂😂 I will go next year,,,,aaahhhbaba next month. He will never leave 😂
Inside Canada's Indian Invasion... · 382: Cluster #381
Close reading → Discourse → Video sentiment →
Identity Attack0.004069764
Insult0.01648093
Profanity0.017709278
Threat0.008867673
Severe Toxicity0.0021457672
Low Tox 0.04711028 Moderate Con 0.432 Humor_Satire
Jan 27, 2026 163 likes Inside Canada's Indian Invasion...
Bring back Kenney and the conservatives, ASAP!!!!
Bring back Kenney and the conservatives, ASAP!!!!
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.0076955543
Insult0.020063626
Profanity0.010809111
Threat0.010343489
Severe Toxicity0.001745224
Low Tox 0.04711028 Low Con 0.188 Call_To_Action
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
$50,000 !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
$50,000 !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.005956655
Insult0.01313691
Profanity0.023721304
Threat0.0089712385
Severe Toxicity0.003528595
Low Tox 0.04711028 Moderate Con 0.398
Nov 9, 2018 1 likes How much do refugees and …
Canada must repeat what it did in the 1930's and the 1940's. Canada needs to bring 5 million immigrants from Eastern Europe, like Poland, Portugal, Romania, Ukraine, Russia, Serbia, Bosnia, Lithuania, Estonia, Hungary, Macedonia etc. …
Canada must repeat what it did in the 1930's and the 1940's. Canada needs to bring 5 million immigrants from Eastern Europe, like Poland, Portugal, Romania, Ukraine, Russia, Serbia, Bosnia, Lithuania, Estonia, Hungary, Macedonia etc. Just look at the Eastern Europeans in Canada, they and their Canadian born children and grandchildren have learned and speak English language fluently. In Canada, people speak English and French. The British and the French values must be upheld. God save the King.
Inside Canada's Indian Invasion... · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.031722516
Insult0.014580919
Profanity0.010365041
Threat0.007534259
Severe Toxicity0.0018882751
Low Tox 0.04711028 Constructive 0.54 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Too many to ever remove effectively ? 🤔
Too many to ever remove effectively ? 🤔
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0036997858
Insult0.012110904
Profanity0.014156717
Threat0.022335978
Severe Toxicity0.0018501282
Low Tox 0.04711028 Low Con 0.234 Question
Jan 2, 2026 IRCC Names India in Study …
Good video though, freedom of speech
Good video though, freedom of speech
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.012943448
Insult0.012870909
Profanity0.025634222
Threat0.012026439
Severe Toxicity0.0031661987
Low Tox 0.04711028 Moderate Con 0.386 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Do you blame them, i sure don't, hell, even here in Canada and we don't even feel like we are surrounded by Canadians anymore, now feel more like a foreign country. so of course Americans …
Do you blame them, i sure don't, hell, even here in Canada and we don't even feel like we are surrounded by Canadians anymore, now feel more like a foreign country. so of course Americans see and feel that also and are acting on it.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0035548273
Insult0.0044310633
Profanity0.0012777713
Threat0.0027849718
Severe Toxicity0.000009809913
Low Tox 0.046995424
Dec 9, 2025 1 likes
The bike guy speaking facts!
The bike guy speaking facts!
Inside Canada's Indian Invasion... · 155: Cluster #154
Close reading → Discourse → Video sentiment →
Identity Attack0.0028118372
Insult0.026960457
Profanity0.013268576
Threat0.0061749537
Severe Toxicity0.0010919571
Low Tox 0.04686289 Moderate Con 0.359 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Canada is in deep trouble, there is no more housing for Canadians, not enough schools and hospitals are overflowing because Trudeau invited the whole world to come and take advantage of Canada's generosity.
Canada is in deep trouble, there is no more housing for Canadians, not enough schools and hospitals are overflowing because Trudeau invited the whole world to come and take advantage of Canada's generosity.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.020580608
Insult0.01929015
Profanity0.009681856
Threat0.006246155
Severe Toxicity0.0012016296
Low Tox 0.04686289 Moderate Con 0.389
Dec 28, 2025 1 likes Deportations From Canada at Their …
ts carson gons home
ts carson gons home
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0068446035
Insult0.02051482
Profanity0.018392462
Threat0.008298059
Severe Toxicity0.0019359589
Low Tox 0.04686289 Low Con 0.219 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
This'll never make it to articles in main papers it's hilarious how much they cover this up instead of covering it🎉
This'll never make it to articles in main papers it's hilarious how much they cover this up instead of covering it🎉
IRCC Names India in Study Permit Fraud | … · 117: Cluster #116
Close reading → Discourse → Video sentiment →
Identity Attack0.004088263
Insult0.017614283
Profanity0.016957775
Threat0.007637825
Severe Toxicity0.0014877319
Low Tox 0.04686289 Low Con 0.197 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
Canada turned into Kannada
Canada turned into Kannada
Inside Canada's Indian Invasion... · 36: Cluster #35
Close reading → Discourse → Video sentiment →
Identity Attack0.028886627
Insult0.017163089
Profanity0.014771583
Threat0.007547205
Severe Toxicity0.0021266937
Low Tox 0.04686289 Low Con 0.239 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
OMG you did what!!!!
OMG you did what!!!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.003385304
Insult0.015188923
Profanity0.028640235
Threat0.007819066
Severe Toxicity0.002861023
Low Tox 0.04686289 Moderate Con 0.428
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Khalistan is opposed by the Indian government too but when the government demanded to arrest them, the Canadian government protected them for votes.
Khalistan is opposed by the Indian government too but when the government demanded to arrest them, the Canadian government protected them for votes.
Inside Canada's Indian Invasion... · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.03223813
Insult0.015872927
Profanity0.011219022
Threat0.009618527
Severe Toxicity0.0014591217
Low Tox 0.04686289 Low Con 0.283 Policy_Critique
Feb 12, 2026 1 likes Inside Canada's Indian Invasion...
Fake news! Living in Montréal I can't find a job - they are talking about labour shortage.
Fake news! Living in Montréal I can't find a job - they are talking about labour shortage.
Canada's tighter immigration policy divides the country • … · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.007214582
Insult0.021610579
Profanity0.011423977
Threat0.006149062
Severe Toxicity0.001077652
Low Tox 0.04686289 Moderate Con 0.497 Personal_Narrative
Feb 11, 2026 Canada's tighter immigration policy divides …
Deported 18k yet let in 400k per year.The numbers should be around 500k deported per year.Govt wouldn't have to waste millions on deportations if they weren't let in in the first place.
Deported 18k yet let in 400k per year.The numbers should be around 500k deported per year.Govt wouldn't have to waste millions on deportations if they weren't let in in the first place.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.016862517
Insult0.01302291
Profanity0.010108846
Threat0.007948523
Severe Toxicity0.0012111664
Low Tox 0.04686289 Constructive 0.516 Unverified_Claim
Dec 24, 2025 8 likes Deportations From Canada at Their …
Who cares about replacing the work force? Why do we need to have babies so that bankers and corporations can still get paid? This obsession with GDP and having workers renders Canada an economic zone, …
Who cares about replacing the work force? Why do we need to have babies so that bankers and corporations can still get paid? This obsession with GDP and having workers renders Canada an economic zone, instead of a nation.
Why Canadians Are Turning Against Immigrants. · 21: Cluster #20
Close reading → Video sentiment →
Identity Attack0.009027477
Insult0.021803947
Profanity0.011816809
Threat0.006427396
Severe Toxicity0.0013542175
Low Tox 0.04686289 Moderate Con 0.316
Aug 25, 2025 Why Canadians Are Turning Against …
I'm raised in this city and I believe the government is letting to many in and the Canadian culture is gone now because of this I am Canadian and my parents came from India 30 …
I'm raised in this city and I believe the government is letting to many in and the Canadian culture is gone now because of this I am Canadian and my parents came from India 30 years ago
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.034042787
Insult0.015264924
Profanity0.01261955
Threat0.006912862
Severe Toxicity0.0015926361
Low Tox 0.04686289 Constructive 0.63 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
We are Global Indigenous people!! Love and Unity is the best key for us all together!!💯 Also Giving thanks to the Great Mother's/Goddesses and Great Father's/Gods and the Ancestors and Guardians!! Saying from Snefer aka …
We are Global Indigenous people!! Love and Unity is the best key for us all together!!💯  Also Giving thanks to the Great Mother's/Goddesses and Great Father's/Gods and the Ancestors and Guardians!! Saying from Snefer aka Bashiyr!!👸🏿🤴🏿
Inside Canada's Indian Invasion... · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.021987455
Insult0.013934915
Profanity0.025634222
Threat0.009592636
Severe Toxicity0.004234314
Low Tox 0.04686289 Constructive 0.595 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
WE NEED ICE!!!!!!!!!!!
WE NEED ICE!!!!!!!!!!!
Canadian immigration officers investigating hundreds identified by extortion … · 82: Cluster #81
Close reading → Discourse → Video sentiment →
Identity Attack0.0053276913
Insult0.012528907
Profanity0.018119188
Threat0.011560392
Severe Toxicity0.0045204163
Low Tox 0.04686289 Low Con 0.29 Humor_Satire
Feb 18, 2026 Canadian immigration officers investigating hundreds …
So what can be done? Unless they are Canadian citizens can they not be sent back?
So what can be done? Unless they are Canadian citizens can they not be sent back?
How Canada broke its immigration system · 87: Cluster #86
Close reading → Discourse → Video sentiment →
Identity Attack0.034558404
Insult0.013478912
Profanity0.010501678
Threat0.0072235605
Severe Toxicity0.0014209747
Low Tox 0.04686289 Low Con 0.248 Question
Oct 15, 2025 How Canada broke its immigration …
This is not true. And now that the Government of Canada has hid it, I can no longer prove it. However, not only did my MP admit that they get close to 2500 dollars per …
This is not true. And now that the Government of Canada has hid it, I can no longer prove it. However, not only did my MP admit that they get close to 2500 dollars per month for the first year and sometimes longer. They are automatically authorized for a loan. And hey, 50,000 for a family is enough for a downpayment, while we can sit here working all our lives and never be able to buy a house. But they are automatically authorized. So the question is, why is it profittable to bring in refugees? Maybe if the government gave me 50,000 or 2500 per month, and or they gave me easier loans....I would have already been profiting Canada in many ways. Other than trying to work hard and when I can't get a job, because I am not part of a minority group, collecting ei or assistance and never getting anywhere in my life.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.008879486
Insult0.02425329
Profanity0.015044857
Threat0.006492125
Severe Toxicity0.001411438
Low Tox 0.04686289 Constructive 0.795
Dec 29, 2018 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.