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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 1076 of 1230
They are working in Singh Hortons
They are working in Singh Hortons
IRCC Names India in Study Permit Fraud | … · 401: Cluster #400
Close reading → Video sentiment →
Identity Attack0.0071035884
Insult0.012376905
Profanity0.018665737
Threat0.008246276
Severe Toxicity0.001745224
Low Tox 0.02449606 Moderate Con 0.353
Oct 5, 2025 23 likes IRCC Names India in Study …
I would listen to bike-man's podcast 👍🏻
I would listen to bike-man's podcast 👍🏻
Inside Canada's Indian Invasion... · 315: Cluster #314
Close reading → Discourse → Video sentiment →
Identity Attack0.0054756827
Insult0.010552894
Profanity0.017777596
Threat0.008789998
Severe Toxicity0.0016593933
Low Tox 0.02449606 Moderate Con 0.437 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
This is even Brampton anymore it’s literally happened to all of Canada.
This is even Brampton anymore it’s literally happened to all of Canada.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0075845607
Insult0.010210892
Profanity0.011201942
Threat0.007301235
Severe Toxicity0.0011396408
Low Tox 0.02449606 Moderate Con 0.333 Fear_Threat
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
carpet flying?
carpet flying?
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0025713511
Insult0.010172892
Profanity0.014190876
Threat0.008246276
Severe Toxicity0.0014209747
Low Tox 0.02449606 Moderate Con 0.329 Humor_Satire
Jan 3, 2026 Inside Canada's Indian Metropolis (Brampton)
I LOVE U TYLER
I LOVE U TYLER
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.0064006294
Insult0.0118069025
Profanity0.021125201
Threat0.00899713
Severe Toxicity0.0025177002
Low Tox 0.02449606 Moderate Con 0.364 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
They atleast work, unlike other communities that take advantage of welfare
They atleast work, unlike other communities that take advantage of welfare
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008768492
Insult0.010970897
Profanity0.010655395
Threat0.0057703983
Severe Toxicity0.00064373016
Low Tox 0.02449606 Moderate Con 0.302 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
1:41 casually seeing a Chevrolet Corvette C5
1:41 casually seeing a Chevrolet Corvette C5
Inside Canada's Indian Metropolis (Brampton) · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.0051797
Insult0.009393888
Profanity0.017299367
Threat0.008686432
Severe Toxicity0.0019931793
Low Tox 0.024378212 Low Con 0.262 Meta_Commentary
Feb 15, 2026 Inside Canada's Indian Metropolis (Brampton)
To answer your last question, it is because they want this... look up harjeet sing. He was the top general of canada. And when the afganistan withdrawl happened, lets say canadian troops showed bias as …
To answer your last question, it is because they want this... look up harjeet sing. He was the top general of canada. And when the afganistan withdrawl happened, lets say canadian troops showed bias as to who was being pulled from the warzone...
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.006363631
Insult0.011920903
Profanity0.00993805
Threat0.0072365063
Severe Toxicity0.0007677078
Low Tox 0.024378212 Moderate Con 0.473 Unverified_Claim
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Just make volunteering mandatory, if they can’t work and if they want free healthcare
Just make volunteering mandatory, if they can’t work and if they want free healthcare
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0037552824
Insult0.0103248935
Profanity0.010604155
Threat0.00746953
Severe Toxicity0.00091552734
Low Tox 0.024378212 Low Con 0.223 Policy_Critique
Feb 23, 2026 9 likes 'We do know that there's …
1:38 Yes, immigrants in Canada pay taxes. Your tax obligations depend on your residency status, which is based on factors like the number of days you spend in Canada and your ties to the country. …
1:38 Yes, immigrants in Canada pay taxes. Your tax obligations depend on your residency status, which is based on factors like the number of days you spend in Canada and your ties to the country. Income earned from Canadian sources is generally taxable for both residents and non-residents.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.015355183
Insult0.009507888
Profanity0.010501678
Threat0.0057412707
Severe Toxicity0.00078201294
Low Tox 0.024378212 Moderate Con 0.487 Meta_Commentary
Oct 27, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
As a Canadian who used to live in Brampton, it is unrecognizable at this point.
As a Canadian who used to live in Brampton, it is unrecognizable at this point.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.009915425
Insult0.011768902
Profanity0.010091767
Threat0.006382086
Severe Toxicity0.0007867813
Low Tox 0.024378212 Moderate Con 0.468
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
At least they’re creating jobs, opening up store fronts. There is something we can learn from everyone. Rather have another human being like me create opportunities than the government controlling everything
At least they’re creating jobs, opening up store fronts. There is something we can learn from everyone. Rather have another human being like me create opportunities than the government controlling everything
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0042732526
Insult0.013668913
Profanity0.011219022
Threat0.006155535
Severe Toxicity0.0005912781
Low Tox 0.024378212 Moderate Con 0.5 Economic_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
I thought USA was the only one like that
I thought USA was the only one like that
Why Canadians Are Turning Against Immigrants. · 63: Cluster #62
Close reading → Discourse → Video sentiment →
Identity Attack0.010581387
Insult0.010172892
Profanity0.015079016
Threat0.008026198
Severe Toxicity0.0014209747
Low Tox 0.024378212 Moderate Con 0.362 Comparative_Framing
Aug 27, 2025 Why Canadians Are Turning Against …
Its a 'Temporary' residence permit...... which by its very name means it will not be forever. Get used to it... I know that under Justin 'Jolson' Troo-Doo it was a free-for-all but that could never …
Its a 'Temporary' residence permit...... which by its very name means it will not be forever. Get used to it... I know that under Justin 'Jolson' Troo-Doo it was a free-for-all but that could never last even in Woke Canada.
Canada's tighter immigration policy divides the country • … · 14: Cluster #13
Close reading → Discourse → Video sentiment →
Identity Attack0.0032373124
Insult0.014314918
Profanity0.011031146
Threat0.0063238298
Severe Toxicity0.0007915497
Low Tox 0.024378212 Moderate Con 0.394 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
Socialism
Socialism
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.008694496
Insult0.009298887
Profanity0.015420608
Threat0.0076507707
Severe Toxicity0.0015068054
Low Tox 0.024378212 Moderate Con 0.475
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler...fred the bodyguard..kurt caz and nick shirely...💯💯💯💯
Tyler...fred the bodyguard..kurt caz and nick shirely...💯💯💯💯
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.002034882
Insult0.012566907
Profanity0.012073003
Threat0.007909686
Severe Toxicity0.0013637543
Low Tox 0.024378212 Moderate Con 0.327 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
The government any government did open the student visa because it's business for the country benefit as to job too??? And selection who to stay The big problem is it's over done
The government any government did open the student visa because it's business for the country benefit as to job too??? And selection who to stay The big problem is it's over done
Inside Canada's Indian Metropolis (Brampton) · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.004384246
Insult0.012300906
Profanity0.011765569
Threat0.006162008
Severe Toxicity0.0007343292
Low Tox 0.024378212 Moderate Con 0.375
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
It's CBC, don't expect them to tell you the truth.
It's CBC, don't expect them to tell you the truth.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0029228306
Insult0.013972916
Profanity0.009698936
Threat0.0065050707
Severe Toxicity0.00078201294
Low Tox 0.024378212 Low Con 0.155
Apr 16, 2018 How much do refugees and …
Brought to you by the Liberal Party of Canada.
Brought to you by the Liberal Party of Canada.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.007806548
Insult0.012756908
Profanity0.010740792
Threat0.007029374
Severe Toxicity0.001115799
Low Tox 0.024378212 Low Con 0.247 Policy_Critique
Feb 17, 2026 284 likes LILLEY UNLEASHED: The fall of …
When does the Columbus Daycare video drop?
When does the Columbus Daycare video drop?
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Video sentiment →
Identity Attack0.0047357255
Insult0.009564889
Profanity0.013644327
Threat0.009230154
Severe Toxicity0.0014019012
Low Tox 0.024378212 Low Con 0.273
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
dissapointed he didnt properly dive into the situation canada is in now
dissapointed he didnt properly dive into the situation canada is in now
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.0044582416
Insult0.013174911
Profanity0.010638315
Threat0.0062526283
Severe Toxicity0.0006914139
Low Tox 0.024378212 Low Con 0.29
Jan 27, 2026 Inside Canada's Indian Invasion...
Pls come to Alberta. They working in fast foods and they using the bank account to receive the paycheck deposited to their friends or family which is permanent residence or Canadian. They change location almost …
Pls come to Alberta. They working in fast foods and they using the bank account to receive the paycheck deposited to their friends or family which is permanent residence or Canadian. They change location almost every year.
IRCC Names India in Study Permit Fraud | … · 71: Cluster #70
Close reading → Discourse → Video sentiment →
Identity Attack0.00984143
Insult0.012148905
Profanity0.009681856
Threat0.0059937127
Severe Toxicity0.00084877014
Low Tox 0.024378212 Constructive 0.505 Unverified_Claim
Oct 2, 2025 IRCC Names India in Study …
All part of the agenda. Thanks WEF Trudeau/Carney
All part of the agenda. Thanks WEF Trudeau/Carney
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00224762
Insult0.01625293
Profanity0.011646013
Threat0.0061749537
Severe Toxicity0.00091552734
Low Tox 0.024378212 Low Con 0.203 Unverified_Claim
Feb 16, 2026 Inside Canada's Indian Invasion...
The Fifty-first states seems more attractive by the minute .
The Fifty-first states seems more attractive by the minute .
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009471451
Insult0.011008898
Profanity0.014293353
Threat0.0071847234
Severe Toxicity0.0012207031
Low Tox 0.024260364 Low Con 0.23 Identity_Assertion
Jan 4, 2026 Inside Canada's Indian Metropolis (Brampton)
Please talk about situation in Iran
Please talk about situation in Iran
Inside Canada's Indian Invasion... · 332: Cluster #331
Close reading → Discourse → Video sentiment →
Identity Attack0.013043936
Insult0.008519882
Profanity0.014805742
Threat0.0086087575
Severe Toxicity0.0014400482
Low Tox 0.024260364 Moderate Con 0.346 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
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.