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 32 of 1230

What does this guy on a bike know about Africa? Sounds like a racist trash to me. Saying it's OK to rape in the "African culture"? What is African culture? Africa is not a country …

What does this guy on a bike know about Africa? Sounds like a racist trash to me. Saying it's OK to rape in the "African culture"? What is African culture? Africa is not a country you dumb fuck.

Inside Canada's Indian Invasion... · 13: Cluster #12

Close reading → Discourse → Video sentiment →

Identity Attack0.6007182

Insult0.68668073

Profanity0.7181329

Threat0.34804323

Severe Toxicity0.45895407

Toxic 0.83334327 Low Con 0.242 Identity Attack Insult Moral_Argument

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

This is why I moved out of Toronto, I live now all Christian, all White and all Conservative little town about 100km north of Toronto, what the hell with Toronto, only time I go to …

This is why I moved out of Toronto, I live now all Christian, all White and all Conservative little town about 100km north of Toronto, what the hell with Toronto, only time I go to Toronto when I've got doctor appointments, any other times TO and it's stinky immigrants can kiss my ass

Why Canadians Are Turning Against Immigrants. · 1: Outliers

Close reading → Discourse → Video sentiment →

Identity Attack0.55044734

Insult0.57787937

Profanity0.6528205

Threat0.04686524

Severe Toxicity0.35220072

Toxic 0.83334327 Moderate Con 0.486 Identity Attack Insult Identity_Assertion

Aug 25, 2025 Why Canadians Are Turning Against …

Indian motherland Canada! shithole in India

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

Close reading → Discourse → Video sentiment →

Identity Attack0.6682205

Insult0.6120431

Profanity0.70864636

Threat0.029933142

Severe Toxicity0.45895407

Toxic 0.83334327 Low Con 0.181 Identity Attack Insult Identity_Assertion

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

Bloody fucking Punjabi khalistanis

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

Close reading → Discourse → Video sentiment →

Identity Attack0.7426507

Insult0.7657292

Profanity0.80158395

Threat0.49142194

Severe Toxicity0.71338886

Toxic 0.83334327 Low Con 0.203 Identity Attack Insult Identity_Assertion

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

Juts first see Refugee and asylm who are doing shit and govet is paying them... this is ehole fucking helerius system.. now Mr. CARNETLY IS BUILING A WOOD BOX SO CALLED HOUSE 13B for 4000 …

Juts first see Refugee and asylm who are doing shit and govet is paying them... this is ehole fucking helerius system.. now Mr. CARNETLY IS BUILING A WOOD BOX SO CALLED HOUSE 13B for 4000 so common guys wakeup what the whole system is doing why we choose our politician, Rapust crimisnal are outside right after 12 hours of crime or even less just because fucking law is there... vhange it and sustain this nation as i respectbit has own value ancestors are scarifices to save it but now all fuckedup

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

Close reading → Video sentiment →

Identity Attack0.458714

Insult0.6308392

Profanity0.70864636

Threat0.13815513

Severe Toxicity0.45895407

Toxic 0.83334327 Moderate Con 0.485 Insult

Sep 29, 2025 IRCC Names India in Study …

Why are you giving this loser a voice he’s a nobody and we here in Alberta fired his ass

LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6

Close reading → Discourse → Video sentiment →

Identity Attack0.084182754

Insult0.7418356

Profanity0.5643384

Threat0.26849106

Severe Toxicity0.21902075

Toxic 0.83334327 Low Con 0.273 Insult Meta_Commentary

Feb 17, 2026 LILLEY UNLEASHED: The fall of …

Indian s are dirty people they make place dirty

Inside Canada's Indian Invasion... · 35: Cluster #34

Close reading → Discourse → Video sentiment →

Identity Attack0.7895903

Insult0.6798578

Profanity0.39409557

Threat0.026997874

Severe Toxicity0.38274905

Toxic 0.83334327 Low Con 0.239 Identity Attack Insult Identity_Assertion

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

That guy with the bike is an idiot. He said Indians the people known for rape are ok but Africans are rapists like ok dumbass

Inside Canada's Indian Invasion... · 13: Cluster #12

Close reading → Discourse → Video sentiment →

Identity Attack0.6320481

Insult0.71120167

Profanity0.64460015

Threat0.34804323

Severe Toxicity0.45895407

Toxic 0.83334327 Low Con 0.237 Identity Attack Insult Unverified_Claim

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

Anyone who thinks this isn’t by design is stupid!

LILLEY UNLEASHED: The fall of Canada’s once enviable … · 50: Cluster #49

Close reading → Discourse → Video sentiment →

Identity Attack0.033527173

Insult0.78882504

Profanity0.43781817

Threat0.010188141

Severe Toxicity0.023974609

Toxic 0.83334327 Low Con 0.118 Insult Unverified_Claim

Feb 18, 2026 8 likes LILLEY UNLEASHED: The fall of …

Guy on bike is a moron.

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

Close reading → Discourse → Video sentiment →

Identity Attack0.09080041

Insult0.8082062

Profanity0.5188411

Threat0.009359611

Severe Toxicity0.02604016

Toxic 0.83334327 Low Con 0.184 Insult Meta_Commentary

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

The dirtiest people are Indians 🤮

Inside Canada's Indian Invasion... · 35: Cluster #34

Close reading → Discourse → Video sentiment →

Identity Attack0.80378765

Insult0.65129566

Profanity0.39409557

Threat0.021472665

Severe Toxicity0.44787344

Toxic 0.83334327 Low Con 0.154 Identity Attack Insult Identity_Assertion

Feb 14, 2026 Inside Canada's Indian Invasion...

I am an indian , i left that piece of shit country to be away from india and indians as they are the most uncultured and uneducated people , i will warn u , DO …

I am an indian , i left that piece of shit country to be away from india and indians as they are the most uncultured and uneducated people , i will warn u , DO NOT LET SO MANY INDIANS IN AND DO NOT TURN BEAUTIFUL AND CLEAN COUNTRIES IN INDIA

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

Close reading → Discourse → Video sentiment →

Identity Attack0.7207808

Insult0.6306599

Profanity0.6321197

Threat0.27637172

Severe Toxicity0.48825464

Toxic 0.83334327 Moderate Con 0.419 Identity Attack Insult Identity_Assertion

Feb 11, 2026 3 likes Inside Canada's Indian Invasion...

A shit hole I no longer visit or care to drive by it

Inside Canada's Indian Metropolis (Brampton) · 6: Cluster #5

Close reading → Discourse → Video sentiment →

Identity Attack0.030175667

Insult0.4339631

Profanity0.8326356

Threat0.013579931

Severe Toxicity0.2281948

Toxic 0.83334327 Low Con 0.279 Fear_Threat

Feb 4, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)

They are everywhere like flies to shit

Inside Canada's Indian Invasion... · 324: Cluster #323

Close reading → Discourse → Video sentiment →

Identity Attack0.05612817

Insult0.4710501

Profanity0.85672

Threat0.00899713

Severe Toxicity0.16960317

Toxic 0.83334327 Low Con 0.276 Fear_Threat

Feb 6, 2026 Inside Canada's Indian Invasion...

Who the fuck let them put that pagan statue up there

Inside Canada's Indian Invasion... · 26: Cluster #25

Close reading → Discourse → Video sentiment →

Identity Attack0.10221587

Insult0.38852

Profanity0.8255558

Threat0.010214032

Severe Toxicity0.23224801

Toxic 0.83334327 Low Con 0.229 Identity_Assertion

Feb 26, 2026 1 likes Inside Canada's Indian Invasion...

Indians are disgusting! Go to the hot springs to relax and a family of at least 30 Indians have to show up. Leave trash. Yelling and screaming and are completely disrespectful. GO HOME

Inside Canada's Indian Invasion... · 25: Cluster #24

Close reading → Discourse → Video sentiment →

Identity Attack0.7426507

Insult0.71120167

Profanity0.39207047

Threat0.079364374

Severe Toxicity0.36435235

Toxic 0.83334327 Moderate Con 0.348 Identity Attack Insult Identity_Assertion

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

That old white guy had absolutely 0 fuck’s to give!😂😂😂

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

Close reading → Discourse → Video sentiment →

Identity Attack0.5135796

Insult0.5130944

Profanity0.7092837

Threat0.030278467

Severe Toxicity0.35368225

Toxic 0.83334327 Low Con 0.276 Identity Attack Insult Humor_Satire

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

5:49 Ignorant white racist man

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

Close reading → Discourse → Video sentiment →

Identity Attack0.6649212

Insult0.6831271

Profanity0.3827387

Threat0.025616571

Severe Toxicity0.3492342

Toxic 0.83334327 Low Con 0.234 Identity Attack Insult Identity_Assertion

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

@pwilla I can't do shit lol Now keep crying bot bloddy pjeet my channelbio is yho reply forever 😂 Your mom and you just got greped and ahh frooked pjeet 😂😂sure yho can't read english …

@pwilla I can't do shit lol Now keep crying bot bloddy pjeet my channelbio is yho reply forever 😂 Your mom and you just got greped and ahh frooked pjeet 😂😂sure yho can't read english it sounds urdu to him😂

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

Close reading → Discourse → Video sentiment →

Identity Attack0.2783691

Insult0.6099415

Profanity0.64657205

Threat0.13815513

Severe Toxicity0.50703704

Toxic 0.83334327 Low Con 0.277 Insult Unverified_Claim

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

indian student who came to study on thse stupid colleges are mostly frauds

IRCC Names India in Study Permit Fraud | … · 3: Cluster #2

Close reading → Video sentiment →

Identity Attack0.6649212

Insult0.72868866

Profanity0.4756165

Threat0.012751401

Severe Toxicity0.25624833

Toxic 0.83334327 Low Con 0.208 Identity Attack Insult

Sep 28, 2025 IRCC Names India in Study …

No indian would ever say this, if this video was made about any other ethnicity. But stop with the damn racism bruh. Yeah Indians are disgusting af but still

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

Close reading → Discourse → Video sentiment →

Identity Attack0.7063701

Insult0.65231085

Profanity0.57236236

Threat0.053654157

Severe Toxicity0.35368225

Toxic 0.83334327 Low Con 0.243 Identity Attack Insult Identity_Assertion

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

Shoot all illegals! No matter what! If you cross a border illegally to come to North America you are fair game. I agree with the lady that said the influx of illegal foreigners is RETARDED! …

Shoot all illegals! No matter what! If you cross a border illegally to come to North America you are fair game. I agree with the lady that said the influx of illegal foreigners is RETARDED! Stop coming here! You are NOT WELCOME HERE!!!!!!!! Go back to where you came from.

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

Close reading → Discourse → Video sentiment →

Identity Attack0.6682205

Insult0.6109131

Profanity0.36902615

Threat0.6943677

Severe Toxicity0.45895407

Toxic 0.83334327 Moderate Con 0.35 Identity Attack Insult Threat Fear_Threat

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

Bullshit is what it is

Inside Canada's Indian Invasion... · 24: Cluster #23

Close reading → Discourse → Video sentiment →

Identity Attack0.014450782

Insult0.37619758

Profanity0.8802007

Threat0.00756015

Severe Toxicity0.16960317

Toxic 0.83334327 Low Con 0.178 Policy_Critique

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

They’re still letting in hundreds of thousands and have allowed chain migration recently.This is all lies and total bullshit.

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

Close reading → Discourse → Video sentiment →

Identity Attack0.1769227

Insult0.5270482

Profanity0.7888968

Threat0.0101363575

Severe Toxicity0.19149859

Toxic 0.83334327 Low Con 0.184 Insult Unverified_Claim

Dec 30, 2025 1 likes Deportations From Canada at Their …

Biker guy's not just a racist but a dumb racist

Inside Canada's Indian Invasion... · 13: Cluster #12

Close reading → Discourse → Video sentiment →

Identity Attack0.36942887

Insult0.802824

Profanity0.41031027

Threat0.011223801

Severe Toxicity0.16960317

Toxic 0.83334327 Low Con 0.229 Insult Humor_Satire

Feb 26, 2026 3 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.