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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 1130 of 1230
they all in Washington dc
they all in Washington dc
Inside Canada's Indian Invasion... · 94: Cluster #93
Close reading → Discourse → Video sentiment →
Identity Attack0.0065486208
Insult0.009165886
Profanity0.015557245
Threat0.00746953
Severe Toxicity0.001335144
Low Tox 0.017843807 Moderate Con 0.315 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Respect
Respect
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0051797
Insult0.008785884
Profanity0.016616182
Threat0.008039144
Severe Toxicity0.0015163422
Low Tox 0.017843807 Moderate Con 0.445
Nov 9, 2025 1 likes Why Canadians Are Turning Against …
these governments allow it to happen because these are the type of people they can and will pay less for the same amount of work.
these governments allow it to happen because these are the type of people they can and will pay less for the same amount of work.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.003607291
Insult0.00971689
Profanity0.011236101
Threat0.006375613
Severe Toxicity0.00066280365
Low Tox 0.017843807 Low Con 0.21 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Nice and clean?
Nice and clean?
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0026083488
Insult0.008880884
Profanity0.012414595
Threat0.006977591
Severe Toxicity0.001039505
Low Tox 0.017843807 Moderate Con 0.408
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
How could he approve this sponsor?
How could he approve this sponsor?
Inside Canada's Indian Invasion... · 32: Cluster #31
Close reading → Discourse → Video sentiment →
Identity Attack0.00207188
Insult0.00975489
Profanity0.011150704
Threat0.0065827454
Severe Toxicity0.0008010864
Low Tox 0.017843807 Low Con 0.295 Meta_Commentary
Mar 1, 2026 Inside Canada's Indian Invasion...
People don’t migrate for culture, they do it primarily for ECONOMIC reasons .
People don’t migrate for culture, they do it primarily for ECONOMIC reasons .
Why Canadians Are Turning Against Immigrants. · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.008398513
Insult0.008253881
Profanity0.011253181
Threat0.0060713873
Severe Toxicity0.00078201294
Low Tox 0.017843807 Low Con 0.221 Economic_Argument
Aug 24, 2025 12 likes Why Canadians Are Turning Against …
Bicycle man is a hero.
Bicycle man is a hero.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.0047172266
Insult0.010210892
Profanity0.01265371
Threat0.00746953
Severe Toxicity0.0013446808
Low Tox 0.017843807 Moderate Con 0.328
Jan 27, 2026 Inside Canada's Indian Invasion...
WOW...what amazing journalism
WOW...what amazing journalism
Inside Canada's Indian Metropolis (Brampton) · 61: Cluster #60
Close reading → Video sentiment →
Identity Attack0.0042917514
Insult0.0096028885
Profanity0.0157622
Threat0.007197669
Severe Toxicity0.0013542175
Low Tox 0.017843807 Moderate Con 0.431
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
I mean this is mostly all of Canada...
I mean this is mostly all of Canada...
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.011025362
Insult0.008519882
Profanity0.010774951
Threat0.006356194
Severe Toxicity0.00096321106
Low Tox 0.017843807 Moderate Con 0.331 Comparative_Framing
Jan 27, 2026 31 likes Inside Canada's Indian Invasion...
finally someone bringing light on the problem
finally someone bringing light on the problem
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0044582416
Insult0.007911879
Profanity0.0138151245
Threat0.009618527
Severe Toxicity0.0012207031
Low Tox 0.017843807 Moderate Con 0.335 Call_To_Action
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
So what happens to the people that get all of these services and they feel it is an entitlement until their last child turns 18. I thought government assistance is to get you on your …
So what happens to the people that get all of these services and they feel it is an entitlement until their last child turns 18. I thought government assistance is to get you on your feet, not support you until your last child is no longer eligible for services.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0022198714
Insult0.008937885
Profanity0.0103992
Threat0.0071717775
Severe Toxicity0.00064849854
Low Tox 0.017718147 Constructive 0.514
Jun 5, 2019 1 likes How much do refugees and …
79,000 missing, seems like a good excuse for digital I.D.
79,000 missing, seems like a good excuse for digital I.D.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.003089321
Insult0.008709883
Profanity0.010211324
Threat0.007689608
Severe Toxicity0.00088214874
Low Tox 0.017718147 Low Con 0.222 Fear_Threat
Sep 29, 2025 3 likes IRCC Names India in Study …
57k/year can’t even afford proper rented homes and food let alone being middle class. To be middle class in bc you have to earn at least 110k
57k/year can’t even afford proper rented homes and food let alone being middle class. To be middle class in bc you have to earn at least 110k
New rules, regulations take effect across Canada · 12: Cluster #11
Close reading → Video sentiment →
Identity Attack0.0044767405
Insult0.010628895
Profanity0.010211324
Threat0.005919275
Severe Toxicity0.0006341934
Low Tox 0.017718147 Moderate Con 0.427
Jan 2, 2026 14 likes New rules, regulations take effect …
If we practice these questions, Our test , will go well ,and we will get 2o out of 20 marks
If we practice these questions, Our test , will go well ,and we will get 2o out of 20 marks
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00466173
Insult0.00817788
Profanity0.015079016
Threat0.008556974
Severe Toxicity0.001373291
Low Tox 0.017718147 Moderate Con 0.402
Sep 24, 2025 3 likes Canadian Citizenship Test 2025 – …
They are eating from food banks and earning and spending cash, not credit cards.
They are eating from food banks and earning and spending cash, not credit cards.
IRCC Names India in Study Permit Fraud | … · 136: Cluster #135
Close reading → Video sentiment →
Identity Attack0.0030338243
Insult0.010970897
Profanity0.010792031
Threat0.0057056695
Severe Toxicity0.00054836273
Low Tox 0.017718147 Moderate Con 0.316
Sep 27, 2025 262 likes IRCC Names India in Study …
Suitcase ➡️ Airport ➡️ India/Africa/MidEast🫡
Suitcase ➡️ Airport ➡️ India/Africa/MidEast🫡
Quebec Ends Economic Immigration Program | Your Morning · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.009249465
Insult0.010020891
Profanity0.01579636
Threat0.006977591
Severe Toxicity0.0017642975
Low Tox 0.017718147 Low Con 0.292
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Canadians wanted this. Be ready for 80% tax rates.
Canadians wanted this. Be ready for 80% tax rates.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.007214582
Insult0.009374888
Profanity0.009903891
Threat0.0067251488
Severe Toxicity0.00089645386
Low Tox 0.017718147 Low Con 0.232
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
I think bro joined politics.. Congratulations....
I think bro joined politics.. Congratulations....
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.003144818
Insult0.009868891
Profanity0.011133623
Threat0.007029374
Severe Toxicity0.00088214874
Low Tox 0.017718147 Moderate Con 0.431 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I kinda miss Brampton, lived there as a young'in. Right at the beginning of the takeover 🥲
I kinda miss Brampton, lived there as a young'in. Right at the beginning of the takeover 🥲
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.003884775
Insult0.009507888
Profanity0.014771583
Threat0.007586042
Severe Toxicity0.0010681152
Low Tox 0.017718147 Constructive 0.54 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Middle class tax cuts, does not really help with inflated prices
Middle class tax cuts, does not really help with inflated prices
Canada’s new rules in 2026 · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.0045507364
Insult0.009868891
Profanity0.01041628
Threat0.0059613483
Severe Toxicity0.0006198883
Low Tox 0.017718147 Low Con 0.236 Economic_Argument
Jan 28, 2026 Canada’s new rules in 2026
in my home state of vermont
in my home state of vermont
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0052906936
Insult0.008424882
Profanity0.01579636
Threat0.0077284453
Severe Toxicity0.0014019012
Low Tox 0.017718147 Moderate Con 0.351 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you Tyler. I hope this speeds up the annexation of Canada.
Thank you Tyler. I hope this speeds up the annexation of Canada.
Inside Canada's Indian Invasion... · 72: Cluster #71
Close reading → Discourse → Video sentiment →
Identity Attack0.007732552
Insult0.008538882
Profanity0.010074687
Threat0.007819066
Severe Toxicity0.0011253357
Low Tox 0.017718147 Moderate Con 0.385 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
LIBERAL REPLACEMENT STRATEGY 101.
LIBERAL REPLACEMENT STRATEGY 101.
IRCC Names India in Study Permit Fraud | … · 120: Cluster #119
Close reading → Video sentiment →
Identity Attack0.0051427023
Insult0.009450888
Profanity0.010467518
Threat0.0072882893
Severe Toxicity0.0009393692
Low Tox 0.017718147 Low Con 0.157
Nov 5, 2025 1 likes IRCC Names India in Study …
“Tank u come again”
“Tank u come again”
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00414376
Insult0.008823884
Profanity0.015557245
Threat0.008556974
Severe Toxicity0.0015926361
Low Tox 0.017718147 Moderate Con 0.308 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
🎉
🎉
Deportations From Canada at Their Highest Level in …
Close reading → Video sentiment →
Identity Attack0.003385304
Insult0.009279887
Profanity0.017162729
Threat0.00789674
Severe Toxicity0.0015258789
Low Tox 0.017718147 Constructive 0.504
Dec 24, 2025 Deportations From Canada at Their …
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.