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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 1172 of 1230
May I get the PDF download link for practice
May I get the PDF download link for practice
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 330: Cluster #329
Close reading → Discourse → Video sentiment →
Identity Attack0.0030153254
Insult0.0072088744
Profanity0.01442999
Threat0.0076637166
Severe Toxicity0.0011444092
Low Tox 0.0126288915 Moderate Con 0.371 Question
Jan 21, 2026 Canadian Citizenship Test 2025 – …
I hope so.
I hope so.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0035147965
Insult0.0071138735
Profanity0.0138151245
Threat0.007935578
Severe Toxicity0.0013160706
Low Tox 0.0126288915 Moderate Con 0.48
Dec 26, 2025 Deportations From Canada at Their …
Brampton Ontario has been like this since 2008+
Brampton Ontario has been like this since 2008+
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.003903274
Insult0.008595883
Profanity0.010518758
Threat0.006207318
Severe Toxicity0.00074863434
Low Tox 0.0126288915 Low Con 0.248 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadia.
Canadia.
Inside Canada's Indian Invasion... · 149: Cluster #148
Close reading → Video sentiment →
Identity Attack0.006511623
Insult0.0075128763
Profanity0.01084327
Threat0.006602164
Severe Toxicity0.00089645386
Low Tox 0.012566062 Low Con 0.277
Jan 29, 2026 Inside Canada's Indian Invasion...
Wish I could have seen you, I watch all your videos, so cool you came to Canada! From Orangeville,Ontario
Wish I could have seen you, I watch all your videos, so cool you came to Canada! From Orangeville,Ontario
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.004384246
Insult0.0076838774
Profanity0.013405213
Threat0.0077284453
Severe Toxicity0.0012111664
Low Tox 0.012566062 Constructive 0.635
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you for the exposure!
Thank you for the exposure!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0032558115
Insult0.008006879
Profanity0.013644327
Threat0.0077154995
Severe Toxicity0.0011634827
Low Tox 0.012566062 Moderate Con 0.443 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Make Canada great again.
Make Canada great again.
Inside Canada's Indian Metropolis (Brampton) · 394: Cluster #393
Close reading → Video sentiment →
Identity Attack0.0045322375
Insult0.0076838774
Profanity0.011423977
Threat0.0069905366
Severe Toxicity0.0009822845
Low Tox 0.012566062 Moderate Con 0.325
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Justin Trudeau's legacy to Canada
Justin Trudeau's legacy to Canada
IRCC Names India in Study Permit Fraud | … · 142: Cluster #141
Close reading → Video sentiment →
Identity Attack0.004180758
Insult0.008424882
Profanity0.010774951
Threat0.0064597605
Severe Toxicity0.00082969666
Low Tox 0.012566062 Low Con 0.29
Sep 30, 2025 IRCC Names India in Study …
Thank You Come Again !
Thank You Come Again !
Inside Canada's Indian Invasion... · 64: Cluster #63
Close reading → Video sentiment →
Identity Attack0.0031263188
Insult0.007873878
Profanity0.0138151245
Threat0.007974415
Severe Toxicity0.0013065338
Low Tox 0.012566062 Moderate Con 0.428
Jan 27, 2026 10 likes Inside Canada's Indian Invasion...
If they get the country make it suited to help the needy and its people first
If they get the country make it suited to help the needy and its people first
Inside Canada's Indian Metropolis (Brampton) · 43: Cluster #42
Close reading → Video sentiment →
Identity Attack0.003921773
Insult0.007474876
Profanity0.0113385795
Threat0.006925808
Severe Toxicity0.0007915497
Low Tox 0.012566062 Low Con 0.219
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Make borders great again! Thanks Tyler!
Make borders great again! Thanks Tyler!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0036627878
Insult0.00815888
Profanity0.010774951
Threat0.0069387536
Severe Toxicity0.00089645386
Low Tox 0.012566062 Moderate Con 0.381 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s not just Brampton but now Toronto and soon to be all of Canada
It’s not just Brampton but now Toronto and soon to be all of Canada
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.004994711
Insult0.007835878
Profanity0.011184863
Threat0.0070164283
Severe Toxicity0.00093460083
Low Tox 0.012566062 Moderate Con 0.316 Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
It starts from Toronto Pearson airport 😂
It starts from Toronto Pearson airport 😂
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.002192123
Insult0.007797878
Profanity0.012038844
Threat0.0066086366
Severe Toxicity0.00082969666
Low Tox 0.012566062 Moderate Con 0.302 Humor_Satire
Oct 15, 2025 Inside Canada's Indian Metropolis (Brampton)
And what are we going to do about it Brian?
And what are we going to do about it Brian?
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0015816584
Insult0.007968879
Profanity0.01086035
Threat0.007068211
Severe Toxicity0.00074863434
Low Tox 0.012503231 Moderate Con 0.302 Call_To_Action
Feb 27, 2026 LILLEY UNLEASHED: The fall of …
Csis officer r c m p police officer peel police officer you are doing great job I am proud to be canadian
Csis officer r c m p police officer peel police officer you are doing great job I am proud to be canadian
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0044582416
Insult0.00806388
Profanity0.011543535
Threat0.0066215824
Severe Toxicity0.0009441376
Low Tox 0.012503231 Constructive 0.569 Identity_Assertion
Sep 29, 2025 IRCC Names India in Study …
I hope it is true
I hope it is true
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.003866276
Insult0.0074178753
Profanity0.013678487
Threat0.007754337
Severe Toxicity0.0013256073
Low Tox 0.012503231 Moderate Con 0.387
Dec 24, 2025 Deportations From Canada at Their …
Remember, you all voted for Trudeau and voted for Carrey.
Remember, you all voted for Trudeau and voted for Carrey.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0021181274
Insult0.008880884
Profanity0.009280485
Threat0.0059160385
Severe Toxicity0.00053167343
Low Tox 0.012503231 Low Con 0.226
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Think what that means to housing, health care, schools even traffic!!!
Think what that means to housing, health care, schools even traffic!!!
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0021181274
Insult0.0076268767
Profanity0.010262563
Threat0.0065697995
Severe Toxicity0.00079631805
Low Tox 0.012503231 Moderate Con 0.383 Economic_Argument
Jan 18, 2026 2 likes 2.9 million Canadian temporary visas …
Only studied 200 questions and I just passed!!! Thank you!!!❤
Only studied 200 questions and I just passed!!! Thank you!!!❤
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.0027748393
Insult0.008006879
Profanity0.013780965
Threat0.007301235
Severe Toxicity0.0010824203
Low Tox 0.012503231 Moderate Con 0.461 Meta_Commentary
Dec 10, 2025 5 likes Canadian Citizenship Test 2025 – …
YES thank you
YES thank you
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0030708222
Insult0.0077408776
Profanity0.014532468
Threat0.0074954215
Severe Toxicity0.0012302399
Low Tox 0.012503231 Moderate Con 0.474 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Well done. Nicely put together.
Well done. Nicely put together.
Why Canadians Are Turning Against Immigrants. · 24: Cluster #23
Close reading → Discourse → Video sentiment →
Identity Attack0.002626848
Insult0.008044879
Profanity0.012687869
Threat0.007547205
Severe Toxicity0.0010490417
Low Tox 0.012503231 Moderate Con 0.397 Meta_Commentary
Aug 25, 2025 5 likes Why Canadians Are Turning Against …
IIRC saying they are "regaining control", meaning they didn't have control in the first place.
IIRC saying they are "regaining control", meaning they didn't have control in the first place.
2.9 million Canadian temporary visas expire in 2025-2026 · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.002192123
Insult0.008234881
Profanity0.010450439
Threat0.006375613
Severe Toxicity0.0005221367
Low Tox 0.012503231 Low Con 0.266 Policy_Critique
Jan 15, 2026 7 likes 2.9 million Canadian temporary visas …
I am so glad... you covered this.
I am so glad... you covered this.
Inside Canada's Indian Invasion... · 254: Cluster #253
Close reading → Discourse → Video sentiment →
Identity Attack0.002552852
Insult0.0075888764
Profanity0.012892825
Threat0.0074436385
Severe Toxicity0.0010299683
Low Tox 0.012440401 Constructive 0.543 Meta_Commentary
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
My understanding is the program is like a pipeline. To be just, the government should close the entry point, but not eliminate the pipeline until all those who are in it finish the process.
My understanding is the program is like a pipeline. To be just, the government should close the entry point, but not eliminate the pipeline until all those who are in it finish the process.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0020071338
Insult0.0073988754
Profanity0.010587076
Threat0.007741391
Severe Toxicity0.0007724762
Low Tox 0.012440401 Moderate Con 0.489
Nov 21, 2025 2 likes Quebec Ends Economic Immigration Program …
Most won't be going anywhere.... however their gov subsidy will end and they will seek out "alternate" means of income.
Most won't be going anywhere.... however their gov subsidy will end and they will seek out "alternate" means of income.
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0016834025
Insult0.008728883
Profanity0.010501678
Threat0.0062396824
Severe Toxicity0.0005722046
Low Tox 0.012440401 Low Con 0.299
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
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.