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

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Sentiment polarity

Toxicity range

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Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked

30,738 comments · Page 1170 of 1230

Not just Canada but Australia too

Inside Canada's Indian Invasion... · 335: Cluster #334

Close reading → Discourse → Video sentiment →

Identity Attack0.0075105648

Insult0.007303875

Profanity0.011526455

Threat0.0069387536

Severe Toxicity0.0009012222

Low Tox 0.012880214 Moderate Con 0.33 Comparative_Framing

Jan 28, 2026 1 likes Inside Canada's Indian Invasion...

save Canada😭

Inside Canada's Indian Invasion... · 1: Outliers

Close reading → Discourse → Video sentiment →

Identity Attack0.0042547537

Insult0.0074558756

Profanity0.010228404

Threat0.0074824756

Severe Toxicity0.0010728836

Low Tox 0.012880214 Moderate Con 0.418 Fear_Threat

Jan 28, 2026 Inside Canada's Indian Invasion...

😭😭😭🤣🤣🤣

Thousands of refugees allowed into Canada through online … · 1: Cluster #1

Close reading → Video sentiment →

Identity Attack0.0008925733

Insult0.007854878

Profanity0.02303812

Threat0.0056797783

Severe Toxicity0.0023651123

Low Tox 0.012880214 Moderate Con 0.466

Nov 20, 2025 Thousands of refugees allowed into …

The first problem is that no country has a long range plan: where do they want to be on 20/50/100 years. The basic economic plan is for growth but this is not sustainable. Reduced birth …

The first problem is that no country has a long range plan: where do they want to be on 20/50/100 years. The basic economic plan is for growth but this is not sustainable. Reduced birth rates mean that immigration is needed, if only to reduce the impact of an aging population and to reduce the demands on the young adult population. This should be aimed at getting to a sustainable state but no government is planning for it. They only plan for the current electoral cycle.

Canada's tighter immigration policy divides the country • … · 1: Outliers

Close reading → Discourse → Video sentiment →

Identity Attack0.0041067624

Insult0.00806388

Profanity0.00951106

Threat0.0062008454

Severe Toxicity0.00059366226

Low Tox 0.012880214 Moderate Con 0.379 Policy_Critique

Feb 11, 2026 1 likes Canada's tighter immigration policy divides …

Sorry: First Place!

BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 102: Cluster #101

Close reading → Discourse → Video sentiment →

Identity Attack0.0024973555

Insult0.007854878

Profanity0.01127026

Threat0.0067186756

Severe Toxicity0.00079631805

Low Tox 0.012817383 Moderate Con 0.398 Humor_Satire

Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …

Canada 1950 glory to the queen and king Canada 2050- भारत शहर के लिए सार गौरव

Inside Canada's Indian Invasion... · 36: Cluster #35

Close reading → Video sentiment →

Identity Attack0.0046247323

Insult0.008614883

Profanity0.0113044195

Threat0.0063108844

Severe Toxicity0.00088214874

Low Tox 0.012817383 Low Con 0.228

Jan 27, 2026 25 likes Inside Canada's Indian Invasion...

Make Canada Great Again

How much do refugees and immigrants get in … · 1: Cluster #1

Close reading → Video sentiment →

Identity Attack0.0049577127

Insult0.0075698765

Profanity0.012414595

Threat0.007094103

Severe Toxicity0.0011205673

Low Tox 0.012817383 Low Con 0.291

Feb 23, 2019 How much do refugees and …

Bramlasdesh

Inside Canada's Indian Invasion... · 81: Cluster #80

Close reading → Discourse → Video sentiment →

Identity Attack0.0058826595

Insult0.011160898

Profanity0.018802373

Threat0.007624879

Severe Toxicity0.00166893

Low Tox 0.012817383 Low Con 0.269 Advertisement_Spam

Jan 29, 2026 Inside Canada's Indian Invasion...

Long term consequences? We're in the middle of present consequences that have been raging for years now.

Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1

Close reading → Video sentiment →

Identity Attack0.0014336669

Insult0.0076268767

Profanity0.0098868115

Threat0.006822242

Severe Toxicity0.00064373016

Low Tox 0.012817383 Moderate Con 0.331

Jan 21, 2026 2 likes Why Canada’s immigration system has …

Keep up the good work safe and thank you

Canadian immigration officers investigating hundreds identified by extortion … · 25: Cluster #24

Close reading → Discourse → Video sentiment →

Identity Attack0.0035702933

Insult0.0077598775

Profanity0.013507691

Threat0.008220384

Severe Toxicity0.0012493134

Low Tox 0.012817383 Moderate Con 0.417 Solidarity

Feb 18, 2026 Canadian immigration officers investigating hundreds …

Jeets

Inside Canada's Indian Invasion... · 90: Cluster #89

Close reading → Video sentiment →

Identity Attack0.002192123

Insult0.010172892

Profanity0.020783609

Threat0.006265574

Severe Toxicity0.0019073486

Low Tox 0.012817383 Low Con 0.298

Feb 10, 2026 Inside Canada's Indian Invasion...

Bramalldeh

Inside Canada's Indian Invasion... · 81: Cluster #80

Close reading → Video sentiment →

Identity Attack0.0037922803

Insult0.009868891

Profanity0.019280603

Threat0.006530962

Severe Toxicity0.0018501282

Low Tox 0.012817383 Low Con 0.164

Jan 27, 2026 Inside Canada's Indian Invasion...

Free canada

Inside Canada's Indian Invasion... · 1: Outliers

Close reading → Discourse → Video sentiment →

Identity Attack0.0048097214

Insult0.007968879

Profanity0.011458136

Threat0.006738094

Severe Toxicity0.00094890594

Low Tox 0.012817383 Moderate Con 0.375 Call_To_Action

Jan 27, 2026 Inside Canada's Indian Invasion...

Canada asked for it

IRCC Names India in Study Permit Fraud | … · 1: Outliers

Close reading → Discourse → Video sentiment →

Identity Attack0.0052166977

Insult0.007474876

Profanity0.011663092

Threat0.0065827454

Severe Toxicity0.0007867813

Low Tox 0.012754552 Low Con 0.254 Moral_Argument

Sep 29, 2025 IRCC Names India in Study …

I fully support this move from the government.

Deportations From Canada at Their Highest Level in … · 1: Cluster #1

Close reading → Video sentiment →

Identity Attack0.0040142676

Insult0.007322875

Profanity0.01309778

Threat0.0077025536

Severe Toxicity0.0011825562

Low Tox 0.012754552 Moderate Con 0.452

Jan 13, 2026 Deportations From Canada at Their …

Save Canada!!!!!!!!!!!!! I love Canada and its people.

Inside Canada's Indian Invasion... · 1: Outliers

Close reading → Discourse → Video sentiment →

Identity Attack0.004680229

Insult0.0073798755

Profanity0.01128734

Threat0.0074436385

Severe Toxicity0.0010681152

Low Tox 0.012754552 Moderate Con 0.462 Identity_Assertion

Jan 27, 2026 Inside Canada's Indian Invasion...

Je suis haitien 🇭🇹🇭🇹🇭🇹

Inside Canada's Indian Invasion... · 1: Outliers

Close reading → Discourse → Video sentiment →

Identity Attack0.0054756827

Insult0.0096028885

Profanity0.012448754

Threat0.0057089063

Severe Toxicity0.0014781952

Low Tox 0.012754552 Moderate Con 0.33 Identity_Assertion

Feb 24, 2026 Inside Canada's Indian Invasion...

Trudeau

Inside Canada's Indian Invasion... · 142: Cluster #141

Close reading → Video sentiment →

Identity Attack0.0024418586

Insult0.009165886

Profanity0.0118680475

Threat0.006433869

Severe Toxicity0.00093460083

Low Tox 0.012754552 Moderate Con 0.463

Jan 27, 2026 Inside Canada's Indian Invasion...

Thank you very much

How much do refugees and immigrants get in … · 1: Cluster #1

Close reading → Discourse → Video sentiment →

Identity Attack0.003866276

Insult0.007892879

Profanity0.0157622

Threat0.008375733

Severe Toxicity0.0015735626

Low Tox 0.012754552 Moderate Con 0.441 Solidarity

Mar 30, 2025 How much do refugees and …

❤😂🎉 Great work

Inside Canada's Indian Invasion... · 1: Outliers

Close reading → Discourse → Video sentiment →

Identity Attack0.0032373124

Insult0.0076268767

Profanity0.018734055

Threat0.0077284453

Severe Toxicity0.0014877319

Low Tox 0.012754552 Moderate Con 0.494 Solidarity

Jan 27, 2026 Inside Canada's Indian Invasion...

THANK YOU SIR!!!

Why Canadians Are Turning Against Immigrants. · 25: Cluster #24

Close reading → Video sentiment →

Identity Attack0.00310782

Insult0.0077598775

Profanity0.014669105

Threat0.007819066

Severe Toxicity0.0015258789

Low Tox 0.012754552 Moderate Con 0.397

Aug 25, 2025 2 likes Why Canadians Are Turning Against …

So much for integration.

Inside Canada's Indian Metropolis (Brampton) · 1: Outliers

Close reading → Discourse → Video sentiment →

Identity Attack0.004606233

Insult0.007873878

Profanity0.0117997285

Threat0.0065697995

Severe Toxicity0.0009202957

Low Tox 0.012754552 Low Con 0.253 Policy_Critique

Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)

Why isn’t the aiming that message at Doug Ford and Danielle Smith? They control healthcare in their provinces

'We do know that there's a lot of … · 1: Cluster #1

Close reading → Discourse → Video sentiment →

Identity Attack0.002552852

Insult0.009108886

Profanity0.009664777

Threat0.0059516393

Severe Toxicity0.0005054474

Low Tox 0.012754552 Low Con 0.294 Policy_Critique

Feb 24, 2026 'We do know that there's …

Canada would be benefited by becoming the 51st state.

Inside Canada's Indian Invasion... · 1: Outliers

Close reading → Discourse → Video sentiment →

Identity Attack0.0052906936

Insult0.007816878

Profanity0.010279642

Threat0.006874025

Severe Toxicity0.000872612

Low Tox 0.012754552 Low Con 0.166 Comparative_Framing

Feb 7, 2026 Inside Canada's Indian Invasion...

Democracy.

Inside Canada's Indian Invasion... · 1: Outliers

Close reading → Video sentiment →

Identity Attack0.0034223017

Insult0.0076838774

Profanity0.011458136

Threat0.0067445673

Severe Toxicity0.0009012222

Low Tox 0.012754552 Moderate Con 0.403

Jan 28, 2026 1 likes Inside Canada's Indian Invasion...

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.