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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 1145 of 1230
How does he record in the house without getting caught tho you’d think these places have cameras ?
How does he record in the house without getting caught tho you’d think these places have cameras ?
Inside Canada's Indian Invasion... · 400: Cluster #399
Close reading → Discourse → Video sentiment →
Identity Attack0.0018683918
Insult0.008025879
Profanity0.011509376
Threat0.0077672824
Severe Toxicity0.0008010864
Low Tox 0.016021729 Low Con 0.214 Question
Jan 29, 2026 Inside Canada's Indian Invasion...
Where are the other 500.000 people.
Where are the other 500.000 people.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.004180758
Insult0.007778878
Profanity0.010672474
Threat0.0072753434
Severe Toxicity0.00096797943
Low Tox 0.016021729 Low Con 0.254
Dec 25, 2025 Deportations From Canada at Their …
we love our new resident-voters?
we love our new resident-voters?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0034408006
Insult0.008975885
Profanity0.011082385
Threat0.0065180166
Severe Toxicity0.000834465
Low Tox 0.016021729 Moderate Con 0.403 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you for doing this
Thank you for doing this
Inside Canada's Indian Invasion... · 64: Cluster #63
Close reading → Discourse → Video sentiment →
Identity Attack0.0046987277
Insult0.008766884
Profanity0.016547862
Threat0.008789998
Severe Toxicity0.001821518
Low Tox 0.016021729 Moderate Con 0.419 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Amazing!!
Amazing!!
2.9 million Canadian temporary visas expire in 2025-2026 · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0036812867
Insult0.008766884
Profanity0.017299367
Threat0.007870848
Severe Toxicity0.0017929077
Low Tox 0.016021729 Constructive 0.513
Jan 18, 2026 2.9 million Canadian temporary visas …
Oh yeah, Norf Brampton; Punjabi Deux
Oh yeah, Norf Brampton; Punjabi Deux
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.004125261
Insult0.01309891
Profanity0.014225035
Threat0.0057121427
Severe Toxicity0.0014972687
Low Tox 0.016021729 Low Con 0.283 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I have waited 19months for MRI
I have waited 19months for MRI
Why Canadians Are Turning Against Immigrants. · 91: Cluster #90
Close reading → Video sentiment →
Identity Attack0.0032373124
Insult0.007778878
Profanity0.0127903465
Threat0.0076119336
Severe Toxicity0.0011396408
Low Tox 0.016021729 Moderate Con 0.426
Aug 31, 2025 3 likes Why Canadians Are Turning Against …
Thank you for doing this
Thank you for doing this
Inside Canada's Indian Invasion... · 64: Cluster #63
Close reading → Discourse → Video sentiment →
Identity Attack0.0046987277
Insult0.008766884
Profanity0.016547862
Threat0.008789998
Severe Toxicity0.001821518
Low Tox 0.016021729 Moderate Con 0.415 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you for doing this
Thank you for doing this
Inside Canada's Indian Invasion... · 64: Cluster #63
Close reading → Discourse → Video sentiment →
Identity Attack0.0046987277
Insult0.008766884
Profanity0.016547862
Threat0.008789998
Severe Toxicity0.001821518
Low Tox 0.016021729 Moderate Con 0.419 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
So we cant look after the homeless but sure we will look after everyone else.
So we cant look after the homeless but sure we will look after everyone else.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.00466173
Insult0.008519882
Profanity0.010228404
Threat0.006815769
Severe Toxicity0.0007915497
Low Tox 0.016021729 Moderate Con 0.349
Jun 21, 2019 How much do refugees and …
The coalition of Liberal and NDP
The coalition of Liberal and NDP
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0056236745
Insult0.0096028885
Profanity0.012448754
Threat0.0072106146
Severe Toxicity0.0010156631
Low Tox 0.016021729 Low Con 0.247 Policy_Critique
Oct 9, 2025 How Canada broke its immigration …
NOT ENOUGH.
NOT ENOUGH.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0018591423
Insult0.008633883
Profanity0.011492296
Threat0.006815769
Severe Toxicity0.0009536743
Low Tox 0.016021729 Low Con 0.246
Dec 30, 2025 Deportations From Canada at Their …
first
first
Inside Canada's Indian Invasion... · 352: Cluster #351
Close reading → Video sentiment →
Identity Attack0.0035517942
Insult0.008462882
Profanity0.01535229
Threat0.0076507707
Severe Toxicity0.0013160706
Low Tox 0.016021729 Moderate Con 0.5
Jan 27, 2026 Inside Canada's Indian Invasion...
If i memorize all this questions the test can i pass?
If i memorize all this questions the test can i pass?
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.0032188136
Insult0.00810188
Profanity0.014293353
Threat0.007793174
Severe Toxicity0.0010681152
Low Tox 0.015958898 Moderate Con 0.316 Question
May 14, 2025 Canadian Citizenship Test 2025 – …
Doesn't seem like DEI is running rampant in any of those stores.
Doesn't seem like DEI is running rampant in any of those stores.
Inside Canada's Indian Metropolis (Brampton) · 181: Cluster #180
Close reading → Discourse → Video sentiment →
Identity Attack0.0019146391
Insult0.009450888
Profanity0.011065305
Threat0.0065633263
Severe Toxicity0.00061511993
Low Tox 0.015958898 Moderate Con 0.327 Meta_Commentary
Dec 31, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Captain Safety was Based 😎
Captain Safety was Based 😎
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0024973555
Insult0.010476895
Profanity0.0113215
Threat0.0062979385
Severe Toxicity0.0008678436
Low Tox 0.015958898 Moderate Con 0.367
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
GOOD. It should be increased ten fold.
GOOD. It should be increased ten fold.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0024233595
Insult0.008386881
Profanity0.0127903465
Threat0.007948523
Severe Toxicity0.0012207031
Low Tox 0.015958898 Low Con 0.201
Dec 30, 2025 1 likes Deportations From Canada at Their …
✊🇨🇦
✊🇨🇦
Inside Canada's Indian Invasion...
Close reading → Video sentiment →
Identity Attack0.0049577127
Insult0.008918885
Profanity0.018324144
Threat0.007883795
Severe Toxicity0.0021266937
Low Tox 0.015958898 Moderate Con 0.343
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
Best government in the world is Canadian government , if you ask 10 000 000 Trudeau 's people in Canada
Best government in the world is Canadian government , if you ask 10 000 000 Trudeau 's people in Canada
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.0063266335
Insult0.009203887
Profanity0.010023449
Threat0.0062008454
Severe Toxicity0.0008583069
Low Tox 0.015958898 Moderate Con 0.36
Jan 9, 2026 IRCC Names India in Study …
Thanks, and the song is amazing
Thanks, and the song is amazing
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 64: Cluster #63
Close reading → Video sentiment →
Identity Attack0.0055496786
Insult0.00819688
Profanity0.017845914
Threat0.009204263
Severe Toxicity0.002193451
Low Tox 0.015958898 Moderate Con 0.459
Aug 15, 2025 2 likes Canadian Citizenship Test 2025 – …
Note; even if denied status, and with a removal order, if a failed claimant shows up at emerg, they get looked after. The health system isn't alerted.
Note; even if denied status, and with a removal order, if a failed claimant shows up at emerg, they get looked after. The health system isn't alerted.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.001812895
Insult0.009507888
Profanity0.009647697
Threat0.0068028234
Severe Toxicity0.00059843063
Low Tox 0.015958898 Constructive 0.566
Nov 21, 2025 2 likes Thousands of refugees allowed into …
In Brampton
In Brampton
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0039772694
Insult0.008747884
Profanity0.015488927
Threat0.0074954215
Severe Toxicity0.0012302399
Low Tox 0.015896067 Moderate Con 0.372
Sep 18, 2025 1 likes Why Canadians Are Turning Against …
EU 2030
EU 2030
Inside Canada's Indian Invasion... · 39: Cluster #38
Close reading → Video sentiment →
Identity Attack0.0048097214
Insult0.00806388
Profanity0.014293353
Threat0.008181547
Severe Toxicity0.0015163422
Low Tox 0.015896067 Low Con 0.191
Jan 28, 2026 Inside Canada's Indian Invasion...
Canada needs our own ICE !
Canada needs our own ICE !
Canadian immigration officers investigating hundreds identified by extortion … · 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.0049577127
Insult0.008785884
Profanity0.0103821205
Threat0.007417747
Severe Toxicity0.0012159348
Low Tox 0.015896067 Low Con 0.222 Call_To_Action
Feb 18, 2026 18 likes Canadian immigration officers investigating hundreds …
More Like Brapton
More Like Brapton
Inside Canada's Indian Invasion... · 81: Cluster #80
Close reading → Discourse → Video sentiment →
Identity Attack0.0029598286
Insult0.0103248935
Profanity0.013439372
Threat0.0067316215
Severe Toxicity0.0010728836
Low Tox 0.015896067 Low Con 0.224 Humor_Satire
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.