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

Embedding cluster

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

30,738 comments · Page 1069 of 1230

is india 2

Inside Canada's Indian Metropolis (Brampton) · 109: Cluster #108

Close reading → Video sentiment →

Identity Attack0.011765319

Insult0.0105148945

Profanity0.018119188

Threat0.009074804

Severe Toxicity0.0018692017

Low Tox 0.025320992 Low Con 0.261

Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)

😂😂😂

Inside Canada's Indian Invasion...

Close reading → Video sentiment →

Identity Attack0.0023401144

Insult0.011008898

Profanity0.026180768

Threat0.006576272

Severe Toxicity0.002784729

Low Tox 0.025320992 Moderate Con 0.47

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

If you move to another country you need to be part of their culture and their way of life, speak their language and become one of them..but people love to move to Canada to take …

If you move to another country you need to be part of their culture and their way of life, speak their language and become one of them..but people love to move to Canada to take advantage of all the freedoms and continue doing what they are doing.

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

Close reading → Discourse → Video sentiment →

Identity Attack0.014048826

Insult0.0114649

Profanity0.010023449

Threat0.0059807673

Severe Toxicity0.0009059906

Low Tox 0.025320992 Moderate Con 0.481 Identity_Assertion

Jan 29, 2026 2 likes Inside Canada's Indian Invasion...

Does they popping in Streets of Canada?

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

Close reading → Discourse → Video sentiment →

Identity Attack0.007954539

Insult0.009906891

Profanity0.011389818

Threat0.00967031

Severe Toxicity0.0013637543

Low Tox 0.025320992 Low Con 0.25 Question

Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)

😂😂😂

Inside Canada's Indian Invasion...

Close reading → Video sentiment →

Identity Attack0.0023401144

Insult0.011008898

Profanity0.026180768

Threat0.006576272

Severe Toxicity0.002784729

Low Tox 0.025320992 Moderate Con 0.471

Feb 25, 2026 Inside Canada's Indian Invasion...

nothing happened

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

Close reading → Discourse → Video sentiment →

Identity Attack0.004643231

Insult0.009165886

Profanity0.017777596

Threat0.008427517

Severe Toxicity0.0015926361

Low Tox 0.025320992 Moderate Con 0.395 Meta_Commentary

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

So thats why i cant find a job

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

Close reading → Discourse → Video sentiment →

Identity Attack0.0036997858

Insult0.009317887

Profanity0.016957775

Threat0.006770459

Severe Toxicity0.0012207031

Low Tox 0.025320992 Moderate Con 0.376 Economic_Argument

Jan 29, 2026 1 likes Inside Canada's Indian Invasion...

😂😂😂

Inside Canada's Indian Invasion...

Close reading → Video sentiment →

Identity Attack0.0023401144

Insult0.011008898

Profanity0.026180768

Threat0.006576272

Severe Toxicity0.002784729

Low Tox 0.025320992 Moderate Con 0.47

Feb 23, 2026 Inside Canada's Indian Invasion...

W REFRESH PULL

Inside Canada's Indian Invasion... · 356: Cluster #355

Close reading → Discourse → Video sentiment →

Identity Attack0.0029968263

Insult0.011236899

Profanity0.023652986

Threat0.008492245

Severe Toxicity0.002670288

Low Tox 0.025320992 Low Con 0.182 Meta_Commentary

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

Earlier visa was based on interview, then only those who were eligible would get the visa, now anyone can get an online visa, it is only on the basis of documents and you already know …

Earlier visa was based on interview, then only those who were eligible would get the visa, now anyone can get an online visa, it is only on the basis of documents and you already know that here documents are made by paying money. Rest is in the hands of God

Why Canadians Are Turning Against Immigrants. · 9: Cluster #8

Close reading → Discourse → Video sentiment →

Identity Attack0.0076955543

Insult0.010856897

Profanity0.01220964

Threat0.0062332097

Severe Toxicity0.00096321106

Low Tox 0.025320992 Moderate Con 0.301 Policy_Critique

Sep 9, 2025 1 likes Why Canadians Are Turning Against …

a high city worker lady, i like it

Inside Canada's Indian Invasion... · 131: Cluster #130

Close reading → Discourse → Video sentiment →

Identity Attack0.008657498

Insult0.010628895

Profanity0.01893901

Threat0.007909686

Severe Toxicity0.0019836426

Low Tox 0.025320992 Moderate Con 0.463 Meta_Commentary

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

This so truely trueeee India

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

Close reading → Discourse → Video sentiment →

Identity Attack0.015857628

Insult0.011540901

Profanity0.018119188

Threat0.007922632

Severe Toxicity0.0026130676

Low Tox 0.025320992 Constructive 0.515 Solidarity

Jan 27, 2026 1 likes Inside Canada's Indian Invasion...

dude thank you for shining light on this problem!!!!!!

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

Close reading → Video sentiment →

Identity Attack0.0048097214

Insult0.0113889

Profanity0.017504321

Threat0.008841781

Severe Toxicity0.00166893

Low Tox 0.025320992 Moderate Con 0.463

Jan 27, 2026 1 likes Inside Canada's Indian Invasion...

By god we shall have our county back.

Inside Canada's Indian Invasion... · 180: Cluster #179

Close reading → Discourse → Video sentiment →

Identity Attack0.006474625

Insult0.009906891

Profanity0.015454767

Threat0.00713294

Severe Toxicity0.0014972687

Low Tox 0.025320992 Moderate Con 0.34 Identity_Assertion

Jan 27, 2026 1 likes Inside Canada's Indian Invasion...

😂😂😂

Inside Canada's Indian Invasion...

Close reading → Video sentiment →

Identity Attack0.0023401144

Insult0.011008898

Profanity0.026180768

Threat0.006576272

Severe Toxicity0.002784729

Low Tox 0.025320992 Moderate Con 0.471

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

I rented a room in Brampton the landlord gave me a ride & stopped in at that temple. I didn't know we were doing that.

Inside Canada's Indian Invasion... · 192: Cluster #191

Close reading → Discourse → Video sentiment →

Identity Attack0.008176526

Insult0.010742896

Profanity0.012687869

Threat0.00756015

Severe Toxicity0.0012588501

Low Tox 0.025320992 Constructive 0.629 Personal_Narrative

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

👏 👏 👏 let's get those number

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

Close reading → Discourse → Video sentiment →

Identity Attack0.0054756827

Insult0.010096892

Profanity0.017914234

Threat0.00967031

Severe Toxicity0.002336502

Low Tox 0.025320992 Moderate Con 0.395 Solidarity

Dec 24, 2025 Deportations From Canada at Their …

I know the guy on the bike his name is Gary

Inside Canada's Indian Invasion... · 5: Cluster #4

Close reading → Discourse → Video sentiment →

Identity Attack0.004088263

Insult0.012376905

Profanity0.016103793

Threat0.008026198

Severe Toxicity0.001373291

Low Tox 0.025320992 Constructive 0.502 Meta_Commentary

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

We let way too many people in canada.

Inside Canada's Indian Invasion... · 15: Cluster #14

Close reading → Discourse → Video sentiment →

Identity Attack0.013345404

Insult0.009868891

Profanity0.010621235

Threat0.006861079

Severe Toxicity0.0011920929

Low Tox 0.025320992 Low Con 0.229 Policy_Critique

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

😂😂😂

Deportations From Canada at Their Highest Level in …

Close reading → Video sentiment →

Identity Attack0.0023401144

Insult0.011008898

Profanity0.026180768

Threat0.006576272

Severe Toxicity0.002784729

Low Tox 0.025320992 Moderate Con 0.47

Dec 27, 2025 Deportations From Canada at Their …

I have to say sorry as I did a lot of the clear cutting around airport rd for the developers , was a nice Italian area before .

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

Close reading → Discourse → Video sentiment →

Identity Attack0.007917541

Insult0.010172892

Profanity0.013268576

Threat0.009256045

Severe Toxicity0.0016021729

Low Tox 0.025320992 Constructive 0.704 Personal_Narrative

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

This is the type of person that this country needs !

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

Close reading → Video sentiment →

Identity Attack0.004920715

Insult0.0114269

Profanity0.012277958

Threat0.008116818

Severe Toxicity0.0014781952

Low Tox 0.025320992 Moderate Con 0.356

Oct 1, 2025 1 likes IRCC Names India in Study …

😂😂😂

Inside Canada's Indian Invasion...

Close reading → Video sentiment →

Identity Attack0.0023401144

Insult0.011008898

Profanity0.026180768

Threat0.006576272

Severe Toxicity0.002784729

Low Tox 0.025320992 Moderate Con 0.471

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

Guy on the bike outside of Tim's is the Canada I know and love.

Inside Canada's Indian Invasion... · 68: Cluster #67

Close reading → Discourse → Video sentiment →

Identity Attack0.007917541

Insult0.012642908

Profanity0.0103992

Threat0.007314181

Severe Toxicity0.0012874603

Low Tox 0.025320992 Constructive 0.515 Identity_Assertion

Feb 4, 2026 Inside Canada's Indian Invasion...

She'll be promoted soon. It's the Liberal way of governing.

BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers

Close reading → Discourse → Video sentiment →

Identity Attack0.006474625

Insult0.01302291

Profanity0.01174849

Threat0.00713294

Severe Toxicity0.0009202957

Low Tox 0.025320992 Low Con 0.229 Policy_Critique

Feb 26, 2026 20 likes BATRA’S BURNING QUESTIONS: Canada’s absent …

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.