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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 1198 of 1230
Review thee trucking industry.
Review thee trucking industry.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0017758971
Insult0.0066388706
Profanity0.009801413
Threat0.006485652
Severe Toxicity0.0005912781
Low Tox 0.008010864 Low Con 0.284 Policy_Critique
Feb 18, 2026 2 likes Canadian immigration officers investigating hundreds …
Thank you for sharing how we all feel!
Thank you for sharing how we all feel!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0023216156
Insult0.006667371
Profanity0.011936366
Threat0.006848133
Severe Toxicity0.0007677078
Low Tox 0.007979449 Constructive 0.569 Solidarity
Jan 28, 2026 Inside Canada's Indian Invasion...
Why not ?
Why not ?
Inside Canada's Indian Metropolis (Brampton) · 208: Cluster #207
Close reading → Video sentiment →
Identity Attack0.0017111509
Insult0.0064013693
Profanity0.0113727385
Threat0.0064727063
Severe Toxicity0.00067710876
Low Tox 0.007979449 Moderate Con 0.387
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Thanks a lot to all you created this test. God bless you! I got 18 out of 20! I read the book 2 times and listened to all 414 questions 3 times. My advice to …
Thanks a lot to all you created this test. God bless you! I got 18 out of 20! I read the book 2 times and listened to all 414 questions 3 times. My advice to test takers to read official Discover Canada book and watch only this video. Don’t do any other tests just this video! Good luck to everyone!
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Video sentiment →
Identity Attack0.0022013725
Insult0.0066863713
Profanity0.010706633
Threat0.006686311
Severe Toxicity0.0006723404
Low Tox 0.007979449 Constructive 0.651
Dec 13, 2025 16 likes Canadian Citizenship Test 2025 – …
Thanks Trudeau.
Thanks Trudeau.
Inside Canada's Indian Metropolis (Brampton) · 142: Cluster #141
Close reading → Discourse → Video sentiment →
Identity Attack0.0016279058
Insult0.0074558756
Profanity0.010245483
Threat0.0062008454
Severe Toxicity0.00074863434
Low Tox 0.007979449 Moderate Con 0.423 Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Connect water bills to vacant homes too now.
Connect water bills to vacant homes too now.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0014244175
Insult0.0069143726
Profanity0.009289024
Threat0.0060908063
Severe Toxicity0.00049591064
Low Tox 0.007979449 Low Con 0.228 Call_To_Action
Dec 24, 2025 Deportations From Canada at Their …
Very well said and 100% true.
Very well said and 100% true.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.002034882
Insult0.0068003717
Profanity0.010774951
Threat0.0066798385
Severe Toxicity0.00081062317
Low Tox 0.007979449 Moderate Con 0.491 Meta_Commentary
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
I moved to Brampton in 1974 with my family from Montreal. Population was 40k. I moved an hour east in 2005 where I see the same thing happening. Might need to move again.
I moved to Brampton in 1974 with my family from Montreal. Population was 40k. I moved an hour east in 2005 where I see the same thing happening. Might need to move again.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0024233595
Insult0.0065818704
Profanity0.009784333
Threat0.0065956907
Severe Toxicity0.0006008148
Low Tox 0.0079480335 Constructive 0.642
Oct 22, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
https://youtu.be/c4Jj3x5UJ8M?si=k9kopQAUsAjXCIIQ This link is for a podcaster whom is mentioning a gathering to save Canada on September 13. Need to find exact place and time.
https://youtu.be/c4Jj3x5UJ8M?si=k9kopQAUsAjXCIIQ This link is for a podcaster whom is mentioning a gathering to save Canada on September 13. Need to find exact place and time.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0021458757
Insult0.006819372
Profanity0.0092292465
Threat0.006543908
Severe Toxicity0.00051021576
Low Tox 0.0079480335 Moderate Con 0.48
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Just wait until the Canadian government does that to its own citizens with digital id you wont be going anywhere...coming to you real soon
Just wait until the Canadian government does that to its own citizens with digital id you wont be going anywhere...coming to you real soon
· 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.00040218167
Insult0.004375003
Profanity0.00004523413
Threat0.000088473935
Severe Toxicity0.0000022009067
Low Tox 0.0079260245 Fear_Threat
Dec 11, 2025
Congrats Canada
Congrats Canada
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.0032558115
Insult0.0067623714
Profanity0.01086035
Threat0.0066798385
Severe Toxicity0.00092983246
Low Tox 0.007916619 Moderate Con 0.467 Solidarity
Oct 3, 2025 IRCC Names India in Study …
What school food program?
What school food program?
Canada’s new rules in 2026 · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.0018683918
Insult0.0065628705
Profanity0.01084327
Threat0.0061037517
Severe Toxicity0.0006198883
Low Tox 0.007916619 Low Con 0.274 Question
Jan 20, 2026 1 likes Canada’s new rules in 2026
Omg Tyler you’re here! Love from Canada! 🇨🇦 ❤
Omg Tyler you’re here! Love from Canada! 🇨🇦 ❤
Inside Canada's Indian Invasion... · 72: Cluster #71
Close reading → Discourse → Video sentiment →
Identity Attack0.0029043318
Insult0.0068668723
Profanity0.011936366
Threat0.006492125
Severe Toxicity0.00082969666
Low Tox 0.007916619 Constructive 0.53 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Why would Canadians go to USA..don’t feel sorry for them
Why would Canadians go to USA..don’t feel sorry for them
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.0048305746
Insult0.0013413407
Profanity0.000061293715
Threat0.0002230105
Severe Toxicity0.0000035232613
Low Tox 0.007914563
Dec 9, 2025 1 likes
Under the Liberals, Canada is not a good place to live now! The April 28th election must remove the Liberal / Chinese control in Canada.
Under the Liberals, Canada is not a good place to live now! The April 28th election must remove the Liberal / Chinese control in Canada.
· 9: Cluster #8
Close reading → Video sentiment →
Identity Attack0.002680398
Insult0.0019505017
Profanity0.000066473294
Threat0.00015141239
Severe Toxicity0.0000030739036
Low Tox 0.007901065
Apr 14, 2025 1 likes
If you're Canadian,you don't need to face any border measures by just not going to the United States of Ammo.Why go to Trump's prison if they're are so many better and safer places to travel …
If you're Canadian,you don't need to face any border measures by just not going to the United States of Ammo.Why go to Trump's prison if they're are so many better and safer places to travel to.
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.0031212054
Insult0.0018402105
Profanity0.000058827416
Threat0.00014311883
Severe Toxicity0.0000030153317
Low Tox 0.007891749
Dec 8, 2025
Punjab
Punjab
Inside Canada's Indian Metropolis (Brampton) · 16: Cluster #15
Close reading → Video sentiment →
Identity Attack0.0042917514
Insult0.008253881
Profanity0.014293353
Threat0.0071847234
Severe Toxicity0.0010585785
Low Tox 0.007885204 Moderate Con 0.482
Sep 26, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Thank you, Michelle!
Thank you, Michelle!
IRCC Names India in Study Permit Fraud | … · 92: Cluster #91
Close reading → Discourse → Video sentiment →
Identity Attack0.0018313939
Insult0.006838372
Profanity0.011423977
Threat0.0066086366
Severe Toxicity0.0008773804
Low Tox 0.007885204 Moderate Con 0.474 Solidarity
Sep 28, 2025 IRCC Names India in Study …
Thank you for covering this Tyler.
Thank you for covering this Tyler.
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.0017388993
Insult0.0070853736
Profanity0.011577694
Threat0.0066151097
Severe Toxicity0.00074386597
Low Tox 0.007853788 Moderate Con 0.441 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Thanks,Trudeau!
Thanks,Trudeau!
Canadian immigration officers investigating hundreds identified by extortion … · 71: Cluster #70
Close reading → Discourse → Video sentiment →
Identity Attack0.0016464046
Insult0.007341875
Profanity0.010296722
Threat0.006220264
Severe Toxicity0.0007343292
Low Tox 0.007853788 Moderate Con 0.368 Call_To_Action
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Good thank you Quebec😅
Good thank you Quebec😅
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0026453468
Insult0.0069808727
Profanity0.0113215
Threat0.0063367756
Severe Toxicity0.0008010864
Low Tox 0.007853788 Moderate Con 0.463
Nov 21, 2025 2 likes Quebec Ends Economic Immigration Program …
Canada getting taste of its own medicine.
Canada getting taste of its own medicine.
· 14: Cluster #13
Close reading → Discourse → Video sentiment →
Identity Attack0.001995419
Insult0.002132222
Profanity0.0000650361
Threat0.00018208963
Severe Toxicity0.0000030723445
Low Tox 0.007834989 Moral_Argument
Dec 11, 2025
THANK YOU!
THANK YOU!
Quebec Ends Economic Immigration Program | Your Morning · 25: Cluster #24
Close reading → Video sentiment →
Identity Attack0.001933138
Insult0.006838372
Profanity0.012243799
Threat0.007029374
Severe Toxicity0.001001358
Low Tox 0.007822373 Moderate Con 0.456
Nov 22, 2025 67 likes Quebec Ends Economic Immigration Program …
❤Thanks a lot!
❤Thanks a lot!
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 64: Cluster #63
Close reading → Video sentiment →
Identity Attack0.0024603575
Insult0.006705371
Profanity0.013439372
Threat0.0071588317
Severe Toxicity0.0009775162
Low Tox 0.007822373 Moderate Con 0.476
May 23, 2025 3 likes Canadian Citizenship Test 2025 – …
Why can't BC do the same.
Why can't BC do the same.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0018036455
Insult0.0065913703
Profanity0.010177165
Threat0.006272047
Severe Toxicity0.0005722046
Low Tox 0.007822373 Low Con 0.292
Nov 22, 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.