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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 1146 of 1230
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...
THEY ARE DRIVER SCHOOL BUS IN EDMONTON
THEY ARE DRIVER SCHOOL BUS IN EDMONTON
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0035702933
Insult0.009431887
Profanity0.011902207
Threat0.0062979385
Severe Toxicity0.0010061264
Low Tox 0.015896067 Low Con 0.169 Unverified_Claim
Sep 27, 2025 23 likes IRCC Names India in Study …
finally!
finally!
Quebec Ends Economic Immigration Program | Your Morning · 146: Cluster #145
Close reading → Video sentiment →
Identity Attack0.0024048607
Insult0.00817788
Profanity0.0138151245
Threat0.00789674
Severe Toxicity0.0012016296
Low Tox 0.015896067 Moderate Con 0.469
Nov 25, 2025 Quebec Ends Economic Immigration Program …
I
I
Why Canadians Are Turning Against Immigrants.
Close reading → Video sentiment →
Identity Attack0.0040142676
Insult0.0081208795
Profanity0.016752819
Threat0.00814271
Severe Toxicity0.0016021729
Low Tox 0.015896067 Moderate Con 0.497
Sep 14, 2025 1 likes Why Canadians Are Turning Against …
They have friends who work in the ministry of transportation so they buy the license.
They have friends who work in the ministry of transportation so they buy the license.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.0021551251
Insult0.009982891
Profanity0.010484599
Threat0.0060713873
Severe Toxicity0.00048398972
Low Tox 0.015896067 Low Con 0.255 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Don't forget the payroll deduction increase that negates the "middle class" tax cut
Don't forget the payroll deduction increase that negates the "middle class" tax cut
Canada’s new rules in 2026 · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.0043657473
Insult0.009982891
Profanity0.00950252
Threat0.0059128017
Severe Toxicity0.0005340576
Low Tox 0.015896067 Low Con 0.295 Policy_Critique
Jan 14, 2026 Canada’s new rules in 2026
Thank you for this material. I got a 19/20 studying this! 👍🏼
Thank you for this material. I got a 19/20 studying this! 👍🏼
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.0042547537
Insult0.008652883
Profanity0.014259194
Threat0.0082074385
Severe Toxicity0.0012302399
Low Tox 0.015896067 Constructive 0.569 Meta_Commentary
Feb 21, 2026 2 likes Canadian Citizenship Test 2025 – …
Yes Michelle Rempel this is what we need!
Yes Michelle Rempel this is what we need!
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0022198714
Insult0.009013886
Profanity0.011628932
Threat0.0072235605
Severe Toxicity0.0010347366
Low Tox 0.015896067 Moderate Con 0.44 Solidarity
Feb 24, 2026 3 likes 'We do know that there's …
She works in a retail store, we have Canadians that can do that.
She works in a retail store, we have Canadians that can do that.
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0073625734
Insult0.008823884
Profanity0.0103992
Threat0.0063238298
Severe Toxicity0.0007009506
Low Tox 0.015833238 Moderate Con 0.472 Economic_Argument
Feb 12, 2026 4 likes Canada's tighter immigration policy divides …
🤣🤣🤣😭😭
🤣🤣🤣😭😭
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0011376841
Insult0.008614883
Profanity0.026454043
Threat0.005812472
Severe Toxicity0.0027656555
Low Tox 0.015833238 Moderate Con 0.449
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
1st
1st
Inside Canada's Indian Invasion...
Close reading → Video sentiment →
Identity Attack0.0038292783
Insult0.008386881
Profanity0.015932998
Threat0.0078449575
Severe Toxicity0.0013637543
Low Tox 0.015833238 Moderate Con 0.416
Jan 27, 2026 Inside Canada's Indian Invasion...
India 500!
India 500!
Inside Canada's Indian Invasion... · 109: Cluster #108
Close reading → Video sentiment →
Identity Attack0.008546505
Insult0.009868891
Profanity0.014703264
Threat0.0078449575
Severe Toxicity0.0016307831
Low Tox 0.015833238 Moderate Con 0.321
Feb 20, 2026 Inside Canada's Indian Invasion...
Temporary means temporary
Temporary means temporary
Canada's tighter immigration policy divides the country • … · 14: Cluster #13
Close reading → Discourse → Video sentiment →
Identity Attack0.0034962974
Insult0.008462882
Profanity0.013917602
Threat0.006925808
Severe Toxicity0.00094890594
Low Tox 0.015833238 Moderate Con 0.332 Policy_Critique
Feb 11, 2026 30 likes Canada's tighter immigration policy divides …
Circumstances will be more challenging in Canada in coming years.......
Circumstances will be more challenging in Canada in coming years.......
Why Canadians Are Turning Against Immigrants. · 123: Cluster #122
Close reading → Discourse → Video sentiment →
Identity Attack0.006696612
Insult0.008500882
Profanity0.008964512
Threat0.006822242
Severe Toxicity0.00078201294
Low Tox 0.015833238 Low Con 0.218 Policy_Critique
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
1st or 51st
1st or 51st
Why Canadians Are Turning Against Immigrants. · 102: Cluster #101
Close reading → Video sentiment →
Identity Attack0.00310782
Insult0.007892879
Profanity0.013917602
Threat0.008246276
Severe Toxicity0.0012874603
Low Tox 0.015833238 Low Con 0.29
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
It's funny that when I owe the CRA money, they seem to find me very easily......
It's funny that when I owe the CRA money, they seem to find me very easily......
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.002293867
Insult0.010362893
Profanity0.010194245
Threat0.006051969
Severe Toxicity0.0005722046
Low Tox 0.015833238 Moderate Con 0.396
Sep 28, 2025 IRCC Names India in Study …
ICE is welcome U-S-A ! America ! 😎
ICE is welcome U-S-A ! America ! 😎
Quebec Ends Economic Immigration Program | Your Morning · 82: Cluster #81
Close reading → Discourse → Video sentiment →
Identity Attack0.004236255
Insult0.008386881
Profanity0.0117997285
Threat0.0069387536
Severe Toxicity0.0011348724
Low Tox 0.015833238 Moderate Con 0.318 Meta_Commentary
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Really helpful
Really helpful
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0039402717
Insult0.008994885
Profanity0.015932998
Threat0.0077802283
Severe Toxicity0.0013923645
Low Tox 0.015833238 Constructive 0.517
Aug 22, 2025 1 likes Canadian Citizenship Test 2025 – …
Was helpful got 20/20 today ❤
Was helpful got 20/20 today ❤
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Video sentiment →
Identity Attack0.003144818
Insult0.008557882
Profanity0.015454767
Threat0.0074565844
Severe Toxicity0.0012302399
Low Tox 0.015833238 Constructive 0.51
Jan 10, 2026 1 likes Canadian Citizenship Test 2025 – …
We pay huge taxes so these people get a free ride. I'll take a 5 year expenses and benefits paid vacation please.
We pay huge taxes so these people get a free ride. I'll take a 5 year expenses and benefits paid vacation please.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0027378413
Insult0.009545889
Profanity0.010211324
Threat0.006440342
Severe Toxicity0.00079631805
Low Tox 0.015833238 Moderate Con 0.489
Dec 27, 2025 1 likes Deportations From Canada at Their …
A stand needs to be taken b4 it’s too late. We are still the majority for NOW. But we are becoming less with every passing month and year.
A stand needs to be taken b4 it’s too late. We are still the majority for NOW. But we are becoming less with every passing month and year.
Why Canadians Are Turning Against Immigrants. · 45: Cluster #44
Close reading → Discourse → Video sentiment →
Identity Attack0.0023863618
Insult0.009165886
Profanity0.010792031
Threat0.0068287146
Severe Toxicity0.0007247925
Low Tox 0.015833238 Constructive 0.51 Fear_Threat
Sep 14, 2025 1 likes Why Canadians Are Turning Against …
"I am in the middle of Montreal, 30 minutes away from the border". Dude, have you looked at the map?
"I am in the middle of Montreal, 30 minutes away from the border". Dude, have you looked at the map?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0029968263
Insult0.009640889
Profanity0.010125926
Threat0.0064532873
Severe Toxicity0.0007009506
Low Tox 0.015833238 Moderate Con 0.359 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Could you please inform us which numbers from the video are included in the test?
Could you please inform us which numbers from the video are included in the test?
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 116: Cluster #115
Close reading → Video sentiment →
Identity Attack0.0036997858
Insult0.0075128763
Profanity0.015249812
Threat0.008116818
Severe Toxicity0.001335144
Low Tox 0.015770407 Low Con 0.254
Dec 4, 2025 Canadian Citizenship Test 2025 – …
👳🏾🚫
👳🏾🚫
Inside Canada's Indian Metropolis (Brampton)
Close reading → Video sentiment →
Identity Attack0.0019053896
Insult0.008937885
Profanity0.01982715
Threat0.0074048014
Severe Toxicity0.0019741058
Low Tox 0.015770407 Moderate Con 0.303
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
he is right !!!!!
he is right !!!!!
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0036627878
Insult0.008272881
Profanity0.013473531
Threat0.00756015
Severe Toxicity0.001335144
Low Tox 0.015770407 Moderate Con 0.414 Meta_Commentary
Feb 24, 2026 'We do know that there's …
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.