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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 1099 of 1230
Brambladesh
Brambladesh
Inside Canada's Indian Metropolis (Brampton) · 81: Cluster #80
Close reading → Discourse → Video sentiment →
Identity Attack0.006770608
Insult0.0129089095
Profanity0.02392626
Threat0.009463178
Severe Toxicity0.0020694733
Low Tox 0.021667719 Low Con 0.253 Humor_Satire
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
More people are coming to Canada than leaving.
More people are coming to Canada than leaving.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.01087737
Insult0.009108886
Profanity0.010194245
Threat0.0065244893
Severe Toxicity0.0009918213
Low Tox 0.021667719 Low Con 0.262
Dec 28, 2025 Deportations From Canada at Their …
Everyone I know loves this.
Everyone I know loves this.
Canada's tighter immigration policy divides the country • … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0060676485
Insult0.009184887
Profanity0.018802373
Threat0.008815889
Severe Toxicity0.0020122528
Low Tox 0.021667719 Moderate Con 0.42 Solidarity
Feb 13, 2026 Canada's tighter immigration policy divides …
It was temporary.. no need to shed tears 🌹
It was temporary.. no need to shed tears 🌹
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0024418586
Insult0.011008898
Profanity0.011543535
Threat0.00704232
Severe Toxicity0.0009727478
Low Tox 0.021667719 Moderate Con 0.429
Jan 15, 2026 66 likes 2.9 million Canadian temporary visas …
So glad you came here and showed what is happening!
So glad you came here and showed what is happening!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0031818156
Insult0.009678889
Profanity0.013610168
Threat0.0077284453
Severe Toxicity0.0012969971
Low Tox 0.021667719 Constructive 0.514 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
No answers. Why are these people in these positions ?
No answers. Why are these people in these positions ?
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0026083488
Insult0.010932897
Profanity0.0108774295
Threat0.0064985976
Severe Toxicity0.0007677078
Low Tox 0.021667719 Low Con 0.216
Oct 5, 2025 IRCC Names India in Study …
“How does the government bring in so many more people?” Simple, the citizens let them.
“How does the government bring in so many more people?” Simple, the citizens let them.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.003607291
Insult0.010438894
Profanity0.010433359
Threat0.0069516995
Severe Toxicity0.00084400177
Low Tox 0.021667719 Low Con 0.176 Policy_Critique
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Algoma is real. It's been around forever
Algoma is real. It's been around forever
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0061046463
Insult0.009906891
Profanity0.016821137
Threat0.0076507707
Severe Toxicity0.0015449524
Low Tox 0.021667719 Low Con 0.27 Meta_Commentary
Feb 8, 2026 Inside Canada's Indian Invasion...
As a british immigrant living in Canada finding it more and more difficult to get visa renewals and PR because of these people thankyou ❤❤❤
As a british immigrant living in Canada finding it more and more difficult to get visa renewals and PR because of these people thankyou ❤❤❤
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.013144426
Insult0.009260887
Profanity0.010518758
Threat0.006051969
Severe Toxicity0.0008010864
Low Tox 0.021667719 Constructive 0.648
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Portugal made it much more difficult to apply bcos of uncontrolled numbers ..... now new applications might get delayed ...?.
Portugal made it much more difficult to apply bcos of uncontrolled numbers ..... now new applications might get delayed ...?.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00673361
Insult0.010856897
Profanity0.0113215
Threat0.0065568537
Severe Toxicity0.0008535385
Low Tox 0.021667719 Moderate Con 0.364 Comparative_Framing
Feb 27, 2026 Inside Canada's Indian Invasion...
2:08 totally agree sir
2:08 totally agree sir
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005512681
Insult0.008899884
Profanity0.01764096
Threat0.008738215
Severe Toxicity0.001964569
Low Tox 0.021667719 Moderate Con 0.405 Meta_Commentary
Mar 2, 2026 Inside Canada's Indian Invasion...
Offer still stands
Offer still stands
Canada’s new rules in 2026 · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0040142676
Insult0.00971689
Profanity0.015147334
Threat0.007819066
Severe Toxicity0.0011539459
Low Tox 0.021667719 Moderate Con 0.349
Jan 15, 2026 Canada’s new rules in 2026
We can't solve the problems in other countries, or the world, by simply opening our borders to all. A large percentage of refugee claimants are fleeing economic poverty, not political persecution. Its unfortunate that Trudeaus …
We can't solve the problems in other countries, or the world, by simply opening our borders to all. A large percentage of refugee claimants are fleeing economic poverty, not political persecution. Its unfortunate that Trudeaus promises/actions have compounded our problems and are costing us a great deal in deportation management, but the alternative would be much worse. Lets change the system for the better, and develop ways to increase our birthrates internally.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.00899048
Insult0.010362893
Profanity0.009681856
Threat0.0068028234
Severe Toxicity0.0008773804
Low Tox 0.021667719 Constructive 0.719 Policy_Critique
Dec 24, 2025 1 likes Deportations From Canada at Their …
Why was the original deleted?
Why was the original deleted?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004069764
Insult0.008576883
Profanity0.015967157
Threat0.008505191
Severe Toxicity0.0011491776
Low Tox 0.021667719 Moderate Con 0.309 Meta_Commentary
Feb 4, 2026 Inside Canada's Indian Invasion...
Remigration is a moderate position.
Remigration is a moderate position.
Inside Canada's Indian Invasion... · 169: Cluster #168
Close reading → Discourse → Video sentiment →
Identity Attack0.0048837173
Insult0.009165886
Profanity0.013131939
Threat0.008492245
Severe Toxicity0.0012969971
Low Tox 0.021549871 Moderate Con 0.315 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
How would people that "disappear" ever be able to go to hospital, enrol at school, get a driver's licence, loan, mortgage, even tenancy agreement without being 'discovered"? Where do they stay, what do they do?
How would people that "disappear" ever be able to go to hospital, enrol at school, get a driver's licence, loan, mortgage, even tenancy agreement without being 'discovered"? Where do they stay, what do they do?
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0026453468
Insult0.010742896
Profanity0.010467518
Threat0.007145886
Severe Toxicity0.0008916855
Low Tox 0.021549871 Moderate Con 0.312
Nov 4, 2025 IRCC Names India in Study …
4:54/Facts
4:54/Facts
Inside Canada's Indian Invasion... · 280: Cluster #279
Close reading → Video sentiment →
Identity Attack0.005253696
Insult0.009564889
Profanity0.01887069
Threat0.008168601
Severe Toxicity0.0019931793
Low Tox 0.021549871 Low Con 0.244
Feb 12, 2026 1 likes Inside Canada's Indian Invasion...
BEEN WAITING FOR THIS!
BEEN WAITING FOR THIS!
Inside Canada's Indian Invasion... · 216: Cluster #215
Close reading → Discourse → Video sentiment →
Identity Attack0.002830336
Insult0.009203887
Profanity0.014805742
Threat0.00814271
Severe Toxicity0.0016212463
Low Tox 0.021549871 Moderate Con 0.326 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Nothing will happen. Nothing.
Nothing will happen. Nothing.
Canadian immigration officers investigating hundreds identified by extortion … · 79: Cluster #78
Close reading → Discourse → Video sentiment →
Identity Attack0.0017758971
Insult0.008405882
Profanity0.013063621
Threat0.007741391
Severe Toxicity0.0011396408
Low Tox 0.021549871 Low Con 0.266 Policy_Critique
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
They seem alright if they are legal.
They seem alright if they are legal.
Inside Canada's Indian Invasion... · 150: Cluster #149
Close reading → Discourse → Video sentiment →
Identity Attack0.0057346676
Insult0.0092228865
Profanity0.013985921
Threat0.008712323
Severe Toxicity0.0013256073
Low Tox 0.021549871 Low Con 0.234 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
THis will explode the rental housing market.Anyone think of that?
THis will explode the rental housing market.Anyone think of that?
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.001674153
Insult0.008044879
Profanity0.01173141
Threat0.009437286
Severe Toxicity0.0010490417
Low Tox 0.021549871 Low Con 0.262
Jan 26, 2020 How much do refugees and …
The Great Replacement
The Great Replacement
Inside Canada's Indian Invasion... · 120: Cluster #119
Close reading → Discourse → Video sentiment →
Identity Attack0.0043657473
Insult0.009640889
Profanity0.016411226
Threat0.008168601
Severe Toxicity0.0014877319
Low Tox 0.021549871 Moderate Con 0.35 Fear_Threat
Mar 2, 2026 Inside Canada's Indian Invasion...
Yep I'm barely making it
Yep I'm barely making it
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0037922803
Insult0.009393888
Profanity0.018119188
Threat0.0079873605
Severe Toxicity0.0012969971
Low Tox 0.021549871 Moderate Con 0.445 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
I wonder if we could respectfully hear the perspectives of Indigenous peoples regarding their experiences since the arrival of settlers in Canada around 1763.
I wonder if we could respectfully hear the perspectives of Indigenous peoples regarding their experiences since the arrival of settlers in Canada around 1763.
Inside Canada's Indian Metropolis (Brampton) · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.01274247
Insult0.00975489
Profanity0.010006369
Threat0.0061749537
Severe Toxicity0.00079631805
Low Tox 0.021549871 Constructive 0.523 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
What's to stop these people from coming back? I hope it's not "voluntary compliance"...
What's to stop these people from coming back? I hope it's not "voluntary compliance"...
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0041067624
Insult0.009678889
Profanity0.010347961
Threat0.007819066
Severe Toxicity0.00096321106
Low Tox 0.021549871 Moderate Con 0.328 Question
Feb 18, 2026 99 likes Canadian immigration officers investigating hundreds …
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.