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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 1168 of 1230
What’s singh’s first name?
What’s singh’s first name?
Canadian immigration officers investigating hundreds identified by extortion … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.004069764
Insult0.00808288
Profanity0.013029462
Threat0.006912862
Severe Toxicity0.0009059906
Low Tox 0.0131943645 Low Con 0.282 Question
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Still not a crisis?
Still not a crisis?
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0018776412
Insult0.007854878
Profanity0.010740792
Threat0.0068416605
Severe Toxicity0.0006723404
Low Tox 0.0131943645 Low Con 0.263 Fear_Threat
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Save canada
Save canada
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.0050317086
Insult0.0075508766
Profanity0.011184863
Threat0.0075083673
Severe Toxicity0.0010299683
Low Tox 0.0131943645 Moderate Con 0.376 Call_To_Action
Feb 15, 2026 Inside Canada's Indian Invasion...
Please visit any IKEA in Frisco / Plano
Please visit any IKEA in Frisco / Plano
Inside Canada's Indian Invasion... · 114: Cluster #113
Close reading → Video sentiment →
Identity Attack0.0050687063
Insult0.00806388
Profanity0.012482914
Threat0.0068287146
Severe Toxicity0.0010299683
Low Tox 0.0131943645 Low Con 0.297
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you for this. Most of Canada is like this now. It's not just Brampton
Thank you for this. Most of Canada is like this now. It's not just Brampton
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0058826595
Insult0.00821588
Profanity0.01084327
Threat0.006485652
Severe Toxicity0.0007915497
Low Tox 0.0131943645 Constructive 0.525 Fear_Threat
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Return to Sender - Elvis Presley
Return to Sender - Elvis Presley
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0022846176
Insult0.008519882
Profanity0.011765569
Threat0.0074048014
Severe Toxicity0.0008869171
Low Tox 0.0131943645 Moderate Con 0.349 Humor_Satire
Feb 18, 2026 Canadian immigration officers investigating hundreds …
No MP pensions get paid unless the budget is balanced. The budget would be balanced next year and a lot of people would be gone or lose benefits.
No MP pensions get paid unless the budget is balanced. The budget would be balanced next year and a lot of people would be gone or lose benefits.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.001276426
Insult0.008462882
Profanity0.009920971
Threat0.006861079
Severe Toxicity0.0005555153
Low Tox 0.0131943645 Moderate Con 0.35 Call_To_Action
Feb 26, 2026 28 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
296?? How about 296,000? That would be a good start....
296?? How about 296,000? That would be a good start....
Canadian immigration officers investigating hundreds identified by extortion … · 37: Cluster #36
Close reading → Discourse → Video sentiment →
Identity Attack0.0021828737
Insult0.0077028773
Profanity0.0103992
Threat0.0074306927
Severe Toxicity0.0009202957
Low Tox 0.0131943645 Moderate Con 0.366 Policy_Critique
Feb 18, 2026 3 likes Canadian immigration officers investigating hundreds …
Make Canada great again..
Make Canada great again..
Inside Canada's Indian Metropolis (Brampton) · 394: Cluster #393
Close reading → Discourse → Video sentiment →
Identity Attack0.004643231
Insult0.008006879
Profanity0.011236101
Threat0.0068287146
Severe Toxicity0.0010108948
Low Tox 0.013131535 Moderate Con 0.328 Identity_Assertion
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Millions
Millions
IRCC Names India in Study Permit Fraud | … · 207: Cluster #206
Close reading → Video sentiment →
Identity Attack0.0034223017
Insult0.007835878
Profanity0.013644327
Threat0.0076766624
Severe Toxicity0.0011539459
Low Tox 0.013131535 Moderate Con 0.456
Oct 30, 2025 IRCC Names India in Study …
How about no tax on overtime and no tax on tips😊😊😊😊
How about no tax on overtime and no tax on tips😊😊😊😊
Canada’s new rules in 2026 · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.0014984132
Insult0.009108886
Profanity0.00995513
Threat0.0058966195
Severe Toxicity0.00059604645
Low Tox 0.013131535 Moderate Con 0.408
Jan 15, 2026 Canada’s new rules in 2026
Can we see the list please?
Can we see the list please?
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0036812867
Insult0.007151874
Profanity0.013780965
Threat0.008194493
Severe Toxicity0.001077652
Low Tox 0.013131535 Low Con 0.28 Question
Feb 21, 2026 Canadian immigration officers investigating hundreds …
You gotta thank uncle Justin Trudeau for that.
You gotta thank uncle Justin Trudeau for that.
Inside Canada's Indian Metropolis (Brampton) · 142: Cluster #141
Close reading → Discourse → Video sentiment →
Identity Attack0.0019423875
Insult0.008956885
Profanity0.010979908
Threat0.006530962
Severe Toxicity0.0008201599
Low Tox 0.013131535 Moderate Con 0.324 Policy_Critique
Oct 23, 2025 Inside Canada's Indian Metropolis (Brampton)
And then……
And then……
How Canada broke its immigration system · 146: Cluster #145
Close reading → Video sentiment →
Identity Attack0.0017388993
Insult0.0077028773
Profanity0.011970525
Threat0.007029374
Severe Toxicity0.0010633469
Low Tox 0.013131535 Moderate Con 0.447
Jun 20, 2025 How Canada broke its immigration …
revenew canada generating revenew..............
revenew canada generating revenew..............
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.003348306
Insult0.009108886
Profanity0.009570839
Threat0.006168481
Severe Toxicity0.00071048737
Low Tox 0.013131535 Low Con 0.207 Economic_Argument
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Great reporting, subscribed.
Great reporting, subscribed.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0029968263
Insult0.007911879
Profanity0.0128245065
Threat0.0073789097
Severe Toxicity0.0010061264
Low Tox 0.013131535 Moderate Con 0.47
Sep 19, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
Os vídeos estão demorando muito para serem dublados por IA para português 😢 🇧🇷🇧🇷🇧🇷
Os vídeos estão demorando muito para serem dublados por IA para português 😢 🇧🇷🇧🇷🇧🇷
Inside Canada's Indian Invasion... · 231: Cluster #230
Close reading → Discourse → Video sentiment →
Identity Attack0.004088263
Insult0.008633883
Profanity0.010945748
Threat0.0056409407
Severe Toxicity0.0006580353
Low Tox 0.013131535 Moderate Con 0.32 Meta_Commentary
Feb 11, 2026 Inside Canada's Indian Invasion...
Tyler was in Canada and I missed it 😢
Tyler was in Canada and I missed it 😢
Inside Canada's Indian Invasion... · 72: Cluster #71
Close reading → Discourse → Video sentiment →
Identity Attack0.0051427023
Insult0.008386881
Profanity0.010040528
Threat0.006246155
Severe Toxicity0.0006580353
Low Tox 0.013131535 Constructive 0.506 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Donald trump actively trying to turn America into a third world country
Donald trump actively trying to turn America into a third world country
· 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.00039082437
Insult0.006611411
Profanity0.000059223566
Threat0.00011876498
Severe Toxicity0.000001919801
Low Tox 0.013104271 Unverified_Claim
Dec 9, 2025
Definitely thought this was NE Calgary
Definitely thought this was NE Calgary
Inside Canada's Indian Metropolis (Brampton) · 42: Cluster #41
Close reading → Video sentiment →
Identity Attack0.0040142676
Insult0.007930879
Profanity0.011765569
Threat0.0063108844
Severe Toxicity0.0007247925
Low Tox 0.013068704 Moderate Con 0.319
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
THANK YOU
THANK YOU
Inside Canada's Indian Invasion... · 64: Cluster #63
Close reading → Video sentiment →
Identity Attack0.003144818
Insult0.00808288
Profanity0.015079016
Threat0.007909686
Severe Toxicity0.0015735626
Low Tox 0.013068704 Moderate Con 0.449
Jan 28, 2026 Inside Canada's Indian Invasion...
Should’ve visited Scarborough.
Should’ve visited Scarborough.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0030523231
Insult0.007854878
Profanity0.011150704
Threat0.007365964
Severe Toxicity0.0008678436
Low Tox 0.013068704 Moderate Con 0.356 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
If you wanted a taste of Paris in Canada you went in Montreal.....now if you go to Montreal you have a taste of tacos and Cancun if you go in the summer around Old Port.
If you wanted a taste of Paris in Canada you went in Montreal.....now if you go to Montreal you have a taste of tacos and Cancun if you go in the summer around Old Port.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0045137387
Insult0.00821588
Profanity0.00993805
Threat0.0060908063
Severe Toxicity0.0006389618
Low Tox 0.013068704 Moderate Con 0.395
Nov 22, 2025 Quebec Ends Economic Immigration Program …
13:59 food bank. Who pays for that? If they don’t pay taxes, how is this sustainable on the long run
13:59 food bank. Who pays for that? If they don’t pay taxes, how is this sustainable on the long run
Inside Canada's Indian Metropolis (Brampton) · 136: Cluster #135
Close reading → Video sentiment →
Identity Attack0.0022198714
Insult0.008880884
Profanity0.009681856
Threat0.005890147
Severe Toxicity0.0005531311
Low Tox 0.013068704 Moderate Con 0.33
Oct 7, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Too late for this decision....
Too late for this decision....
Quebec Ends Economic Immigration Program | Your Morning · 131: Cluster #130
Close reading → Video sentiment →
Identity Attack0.001294925
Insult0.0077408776
Profanity0.009733095
Threat0.0072106146
Severe Toxicity0.00074386597
Low Tox 0.013068704 Moderate Con 0.357
Nov 19, 2025 88 likes 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.