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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 1209 of 1230
Good job, quebec ❤
Good job, quebec ❤
Quebec Ends Economic Immigration Program | Your Morning · 96: Cluster #95
Close reading → Discourse → Video sentiment →
Identity Attack0.0010590637
Insult0.0059168665
Profanity0.009716015
Threat0.005848073
Severe Toxicity0.0005173683
Low Tox 0.0037069882 Moderate Con 0.421 Solidarity
Nov 20, 2025 8 likes Quebec Ends Economic Immigration Program …
Language Hindi please
Language Hindi please
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0019053896
Insult0.006192368
Profanity0.010160086
Threat0.005922511
Severe Toxicity0.00037908554
Low Tox 0.0037069882 Moderate Con 0.322 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Don't Go what' do they have we canadian don't have. The world is big go some other place..
Don't Go what' do they have we canadian don't have. The world is big go some other place..
· 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.002306108
Insult0.00087561406
Profanity0.00005849234
Threat0.000109016495
Severe Toxicity0.0000031675106
Low Tox 0.0036801049 Identity_Assertion
Dec 9, 2025 1 likes
This is false and misinformation!
This is false and misinformation!
· 35: Cluster #34
Close reading → Video sentiment →
Identity Attack0.00022524125
Insult0.00151208
Profanity0.00003424471
Threat0.00003108777
Severe Toxicity0.0000015194893
Low Tox 0.003660697
Apr 14, 2025
Incredible independent journalism,🎉🎉🎉 kudos Tyler👏👌
Incredible independent journalism,🎉🎉🎉 kudos Tyler👏👌
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.000827827
Insult0.0060973675
Profanity0.009596458
Threat0.0055551752
Severe Toxicity0.0002872944
Low Tox 0.0036598654 Moderate Con 0.448 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Thank god. Rents are way to expensive, hospitals and clinics too crowded, buses and trains too full. Now start putting drugs out of the streets
Thank god. Rents are way to expensive, hospitals and clinics too crowded, buses and trains too full. Now start putting drugs out of the streets
· 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.0003122956
Insult0.00045407692
Profanity0.0001015965
Threat0.00074984506
Severe Toxicity0.000006387759
Low Tox 0.003653549
Apr 18, 2025 3 likes
Bravo!!!
Bravo!!!
Why Canadians Are Turning Against Immigrants. · 24: Cluster #23
Close reading → Video sentiment →
Identity Attack0.00055959256
Insult0.0059548668
Profanity0.009562299
Threat0.0056506502
Severe Toxicity0.00034332275
Low Tox 0.003644158 Moderate Con 0.49
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Entitlement
Entitlement
Why Canadians Are Turning Against Immigrants. · 66: Cluster #65
Close reading → Discourse → Video sentiment →
Identity Attack0.00058734097
Insult0.0061163674
Profanity0.009869732
Threat0.005540611
Severe Toxicity0.0003838539
Low Tox 0.0036284502 Moderate Con 0.367 Moral_Argument
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Kalastanians taking over brampton not good
Kalastanians taking over brampton not good
· 46: Cluster #45
Close reading → Video sentiment →
Identity Attack0.0006482784
Insult0.0008883723
Profanity0.000052050007
Threat0.00014911151
Severe Toxicity0.0000026622831
Low Tox 0.003620304
Apr 14, 2025 18 likes
LMao just continue to never go there
LMao just continue to never go there
· 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.0001899281
Insult0.0015422426
Profanity0.00009978444
Threat0.00014111932
Severe Toxicity0.0000026939224
Low Tox 0.003597065
Dec 8, 2025
Just lets erase the imaginary of the US Canada border. From President Donald Trump and be the 51st state no more Tariffs k! Everyone Happy Big Family k!
Just lets erase the imaginary of the US Canada border. From President Donald Trump and be the 51st state no more Tariffs k! Everyone Happy Big Family k!
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00012301827
Insult0.0017086708
Profanity0.00007761978
Threat0.00014295366
Severe Toxicity0.0000027273675
Low Tox 0.0035642376 Humor_Satire
Apr 15, 2025 2 likes
Just don't go to the USA. And problem solved. 😅
Just don't go to the USA. And problem solved. 😅
· 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.0004247728
Insult0.00080000056
Profanity0.00006951567
Threat0.00028131326
Severe Toxicity0.0000033560996
Low Tox 0.003555503 Humor_Satire
Dec 9, 2025
I am a immigrant but i am living here over 50 years
I am a immigrant but i am living here over 50 years
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0039483067
Insult0.0004028712
Profanity0.000009787514
Threat0.00013983581
Severe Toxicity0.0000033607628
Low Tox 0.0035515688
Apr 15, 2025 4 likes
Bravo Quebec ❤
Bravo Quebec ❤
Quebec Ends Economic Immigration Program | Your Morning · 96: Cluster #95
Close reading → Discourse → Video sentiment →
Identity Attack0.001017441
Insult0.0058123656
Profanity0.009519599
Threat0.0057250885
Severe Toxicity0.00037670135
Low Tox 0.0034713745 Moderate Con 0.437 Solidarity
Nov 27, 2025 Quebec Ends Economic Immigration Program …
Good Job Quebec !!!!!
Good Job Quebec !!!!!
Quebec Ends Economic Immigration Program | Your Morning · 96: Cluster #95
Close reading → Discourse → Video sentiment →
Identity Attack0.0007954539
Insult0.0060973675
Profanity0.00904137
Threat0.0055972487
Severe Toxicity0.00041246414
Low Tox 0.0034556668 Moderate Con 0.388 Solidarity
Nov 21, 2025 5 likes Quebec Ends Economic Immigration Program …
CANADIAN CITIZENS ARE EXEMPT!
CANADIAN CITIZENS ARE EXEMPT!
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.001894302
Insult0.00051313196
Profanity0.000024054756
Threat0.00012130708
Severe Toxicity0.0000025353927
Low Tox 0.003346259
Dec 11, 2025
Enfin.
Enfin.
Quebec Ends Economic Immigration Program | Your Morning · 146: Cluster #145
Close reading → Video sentiment →
Identity Attack0.00041853826
Insult0.006021367
Profanity0.009476901
Threat0.005480737
Severe Toxicity0.00030755997
Low Tox 0.0032985911 Moderate Con 0.411
Dec 1, 2025 Quebec Ends Economic Immigration Program …
Canda is great absolutly ♥️♥️♥️♥️❤️‍🩹✔️✔️✔️✔️✔️✔️
Canda is great absolutly ♥️♥️♥️♥️❤️‍🩹✔️✔️✔️✔️✔️✔️
· 30: Cluster #29
Close reading → Video sentiment →
Identity Attack0.00020652385
Insult0.00084948237
Profanity0.00009118905
Threat0.00056417816
Severe Toxicity0.0000040900745
Low Tox 0.0032901198
May 3, 2025
Good more jobs for real Canadians !
Good more jobs for real Canadians !
· 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.0018382557
Insult0.0005925298
Profanity0.00003918252
Threat0.00010065255
Severe Toxicity0.000002876973
Low Tox 0.0031861707 Identity_Assertion
Apr 16, 2025 4 likes
Why bother going to a place you are not welcome? 😢
Why bother going to a place you are not welcome? 😢
· 11: Cluster #10
Close reading → Video sentiment →
Identity Attack0.0001726201
Insult0.0018646909
Profanity0.000062939835
Threat0.000054173885
Severe Toxicity0.000001957615
Low Tox 0.003181292
Dec 12, 2025
I don't blame them. We are not importing the best anymore. 7500 criminals have been intentionally brought in by criminals since 2015. Plus we also have 400 hamas operators here.
I don't blame them. We are not importing the best anymore. 7500 criminals have been intentionally brought in by criminals since 2015. Plus we also have 400 hamas operators here.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0004877599
Insult0.000957247
Profanity0.00003657384
Threat0.00010481789
Severe Toxicity0.000002684244
Low Tox 0.003156436 Unverified_Claim
Dec 7, 2025 38 likes
No more pr. Go back all. Clean Canada.
No more pr. Go back all. Clean Canada.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00020180264
Insult0.0013182673
Profanity0.00004923913
Threat0.00014148068
Severe Toxicity0.0000024845524
Low Tox 0.003138065
Apr 19, 2025 2 likes
¿porque no traduces los videos como antes al Español?
¿porque no traduces los videos como antes al Español?
Inside Canada's Indian Invasion... · 231: Cluster #230
Close reading → Discourse → Video sentiment →
Identity Attack0.000776955
Insult0.0055796145
Profanity0.009784333
Threat0.005369889
Severe Toxicity0.0001847744
Low Tox 0.0031258077 Low Con 0.282 Meta_Commentary
Feb 6, 2026 Inside Canada's Indian Invasion...
Can’t understand why some Canadians are supporting Trump.
Can’t understand why some Canadians are supporting Trump.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0007674847
Insult0.000943768
Profanity0.000032611828
Threat0.000057016878
Severe Toxicity0.0000020400537
Low Tox 0.0030675656
Dec 8, 2025
Y’all crying about the executive order, but Canindia is been doing that for decades and no one say anything 🤷🏻‍♂️
Y’all crying about the executive order, but Canindia is been doing that for decades and no one say anything 🤷🏻‍♂️
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.000082780934
Insult0.0011848509
Profanity0.00009731852
Threat0.00010337925
Severe Toxicity0.0000030391259
Low Tox 0.0030671952
Dec 12, 2025
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.