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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 1203 of 1230
Thank you for doing this, Tyler!!
Thank you for doing this, Tyler!!
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.001692652
Insult0.006705371
Profanity0.011560614
Threat0.0069516995
Severe Toxicity0.0008010864
Low Tox 0.0068799187 Moderate Con 0.461 Solidarity
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Very good interview. Glad you brought Kenney on.
Very good interview. Glad you brought Kenney on.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.0017943961
Insult0.006819372
Profanity0.01041628
Threat0.0068869707
Severe Toxicity0.00064849854
Low Tox 0.0068485034 Moderate Con 0.427 Meta_Commentary
Feb 25, 2026 LILLEY UNLEASHED: The fall of …
🙏🏾
🙏🏾
Why Canadians Are Turning Against Immigrants.
Close reading → Video sentiment →
Identity Attack0.0013504218
Insult0.0067433715
Profanity0.012380436
Threat0.0064144502
Severe Toxicity0.0009775162
Low Tox 0.0068485034 Constructive 0.504
Aug 25, 2025 Why Canadians Are Turning Against …
Singh Hortons
Singh Hortons
Inside Canada's Indian Invasion... · 105: Cluster #104
Close reading → Discourse → Video sentiment →
Identity Attack0.0024603575
Insult0.008044879
Profanity0.013644327
Threat0.0066927844
Severe Toxicity0.0008201599
Low Tox 0.0068170885 Moderate Con 0.365 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Singh Hortons
Singh Hortons
Inside Canada's Indian Invasion... · 105: Cluster #104
Close reading → Discourse → Video sentiment →
Identity Attack0.0024603575
Insult0.008044879
Profanity0.013644327
Threat0.0066927844
Severe Toxicity0.0008201599
Low Tox 0.0068170885 Moderate Con 0.368 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Singh Hortons
Singh Hortons
Inside Canada's Indian Invasion... · 105: Cluster #104
Close reading → Discourse → Video sentiment →
Identity Attack0.0024603575
Insult0.008044879
Profanity0.013644327
Threat0.0066927844
Severe Toxicity0.0008201599
Low Tox 0.0068170885 Moderate Con 0.368 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Bravo trudeau
Bravo trudeau
Canadian immigration officers investigating hundreds identified by extortion … · 71: Cluster #70
Close reading → Discourse → Video sentiment →
Identity Attack0.0014984132
Insult0.0071043735
Profanity0.01041628
Threat0.006110225
Severe Toxicity0.0006246567
Low Tox 0.0068170885 Moderate Con 0.419 Solidarity
Feb 18, 2026 Canadian immigration officers investigating hundreds …
👏👏👏👏👏👏👍 enfin
👏👏👏👏👏👏👍 enfin
Quebec Ends Economic Immigration Program | Your Morning · 146: Cluster #145
Close reading → Video sentiment →
Identity Attack0.0007862045
Insult0.0076838774
Profanity0.012038844
Threat0.0057089063
Severe Toxicity0.00081539154
Low Tox 0.0068170885 Moderate Con 0.444
Nov 22, 2025 Quebec Ends Economic Immigration Program …
Audentes Fortuna iuvat
Audentes Fortuna iuvat
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0010960615
Insult0.007968879
Profanity0.011970525
Threat0.0057218517
Severe Toxicity0.000705719
Low Tox 0.0068170885 Low Con 0.146 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Singh Hortons
Singh Hortons
Inside Canada's Indian Invasion... · 105: Cluster #104
Close reading → Discourse → Video sentiment →
Identity Attack0.0024603575
Insult0.008044879
Profanity0.013644327
Threat0.0066927844
Severe Toxicity0.0008201599
Low Tox 0.0068170885 Moderate Con 0.368 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Singh Hortons
Singh Hortons
Inside Canada's Indian Invasion... · 105: Cluster #104
Close reading → Discourse → Video sentiment →
Identity Attack0.0024603575
Insult0.008044879
Profanity0.013644327
Threat0.0066927844
Severe Toxicity0.0008201599
Low Tox 0.0068170885 Moderate Con 0.368 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Good job Canada!
Good job Canada!
Canada's tighter immigration policy divides the country • … · 28: Cluster #27
Close reading → Discourse → Video sentiment →
Identity Attack0.002552852
Insult0.0066008708
Profanity0.010262563
Threat0.0065115434
Severe Toxicity0.0007677078
Low Tox 0.006785673 Moderate Con 0.418 Solidarity
Feb 11, 2026 Canada's tighter immigration policy divides …
Thanks to JT
Thanks to JT
Why Canadians Are Turning Against Immigrants. · 25: Cluster #24
Close reading → Video sentiment →
Identity Attack0.0019701358
Insult0.0069048726
Profanity0.011526455
Threat0.0066215824
Severe Toxicity0.00081539154
Low Tox 0.006785673 Moderate Con 0.452
Aug 27, 2025 3 likes Why Canadians Are Turning Against …
You couldn’t pay me to go to the USA. Yet Canadians are still going.
You couldn’t pay me to go to the USA. Yet Canadians are still going.
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.0074049383
Insult0.00089498394
Profanity0.000046438912
Threat0.00018912484
Severe Toxicity0.0000038344588
Low Tox 0.0067758136
Dec 8, 2025 4 likes
This still works for feb 2026 scheduled citizenship test?
This still works for feb 2026 scheduled citizenship test?
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Discourse → Video sentiment →
Identity Attack0.0018406434
Insult0.0062493687
Profanity0.009434202
Threat0.006265574
Severe Toxicity0.0005030632
Low Tox 0.006754258 Low Con 0.28 Question
Jan 28, 2026 Canadian Citizenship Test 2025 – …
2% wage increase. 4% increase in food. 5% increase in rent. 3% increase in bus fares. 5 % increase in license registrations. So we make less then last year.
2% wage increase. 4% increase in food. 5% increase in rent. 3% increase in bus fares. 5 % increase in license registrations. So we make less then last year.
Canada’s new rules in 2026 · 38: Cluster #37
Close reading → Discourse → Video sentiment →
Identity Attack0.0010266906
Insult0.006667371
Profanity0.009109689
Threat0.0058448366
Severe Toxicity0.00044584274
Low Tox 0.006754258 Moderate Con 0.351 Economic_Argument
Jan 11, 2026 398 likes Canada’s new rules in 2026
Thank you for this video, I went through discover Canada pdf once and watched this video twice at 1.5x speed (to complete the video faster). Took the test today (July 2025). Scored 19/20 Few tips: …
Thank you for this video, I went through discover Canada pdf once and watched this video twice at 1.5x speed (to complete the video faster). Took the test today (July 2025). Scored 19/20 Few tips: learn about RCMP, what it was known as previously
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Discourse → Video sentiment →
Identity Attack0.0019886347
Insult0.00647737
Profanity0.010040528
Threat0.006420923
Severe Toxicity0.0005912781
Low Tox 0.006722843 Constructive 0.674 Personal_Narrative
Jul 31, 2025 8 likes Canadian Citizenship Test 2025 – …
"The Interim Federal Health Program (IFHP) provides temporary health care coverage for specific groups in Canada, such as refugees and asylum claimants, who do not have access to provincial or territorial health insurance. It covers …
"The Interim Federal Health Program (IFHP) provides temporary health care coverage for specific groups in Canada, such as refugees and asylum claimants, who do not have access to provincial or territorial health insurance. It covers essential medical services, but some supplemental benefits will require co-payments starting May 1, 2026"
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0034592997
Insult0.006344369
Profanity0.0092292465
Threat0.0059937127
Severe Toxicity0.00047683716
Low Tox 0.006722843 Constructive 0.516 Question
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Any Quality Daycare Learing Centre??
Any Quality Daycare Learing Centre??
Inside Canada's Indian Invasion... · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.0016464046
Insult0.0065533705
Profanity0.009468361
Threat0.005835127
Severe Toxicity0.000500679
Low Tox 0.006722843 Moderate Con 0.313 Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
🇮🇳 😂.
🇮🇳 😂.
Canadian immigration officers investigating hundreds identified by extortion … · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.0022013725
Insult0.007189874
Profanity0.013268576
Threat0.006136116
Severe Toxicity0.0010538101
Low Tox 0.0066600125 Moderate Con 0.332
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Every improvement and benefit and tax reduction helps! Thank you Canada!
Every improvement and benefit and tax reduction helps! Thank you Canada!
Canada’s new rules in 2026 · 28: Cluster #27
Close reading → Video sentiment →
Identity Attack0.0027008436
Insult0.0067338715
Profanity0.008964512
Threat0.006003422
Severe Toxicity0.0005340576
Low Tox 0.0066285976 Constructive 0.534
Jan 12, 2026 Canada’s new rules in 2026
Singh Horton's
Singh Horton's
Inside Canada's Indian Invasion... · 105: Cluster #104
Close reading → Discourse → Video sentiment →
Identity Attack0.0024418586
Insult0.0075698765
Profanity0.013131939
Threat0.0066733654
Severe Toxicity0.00078201294
Low Tox 0.0066285976 Moderate Con 0.351 Humor_Satire
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Import third world get treated like third world
Import third world get treated like third world
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0011062972
Insult0.0010005025
Profanity0.00003378188
Threat0.0007088552
Severe Toxicity0.0000040217283
Low Tox 0.006588108 Identity_Assertion
Dec 8, 2025 1 likes
I’m heading down to Canada from New Jersey this week for a concert, Canada don’t be rude to me.
I’m heading down to Canada from New Jersey this week for a concert, Canada don’t be rude to me.
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.00055184105
Insult0.0027677892
Profanity0.000047045385
Threat0.000068257665
Severe Toxicity0.0000017084693
Low Tox 0.006529561
Dec 8, 2025 2 likes
BASED QUEBEC 🎉
BASED QUEBEC 🎉
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0020811295
Insult0.0069333725
Profanity0.0098868115
Threat0.0058221817
Severe Toxicity0.00047683716
Low Tox 0.006502937 Low Con 0.201 Solidarity
Nov 26, 2025 Quebec Ends Economic Immigration Program …
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.