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 1187 of 1230

The GDP of Brampton has also tripled so......

Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1

Close reading → Discourse → Video sentiment →

Identity Attack0.0018868907

Insult0.007873878

Profanity0.010535837

Threat0.006058442

Severe Toxicity0.00056266785

Low Tox 0.010304171 Low Con 0.145 Economic_Argument

Dec 16, 2025 Inside Canada's Indian Metropolis (Brampton)

How about our veterans?

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

Close reading → Video sentiment →

Identity Attack0.0031263188

Insult0.006771872

Profanity0.010638315

Threat0.006809296

Severe Toxicity0.00074386597

Low Tox 0.010304171 Moderate Con 0.389

Mar 31, 2019 5 likes How much do refugees and …

They everywhere in Canada

Inside Canada's Indian Invasion... · 42: Cluster #41

Close reading → Discourse → Video sentiment →

Identity Attack0.0054756827

Insult0.006961873

Profanity0.010894509

Threat0.0063108844

Severe Toxicity0.0007724762

Low Tox 0.010304171 Moderate Con 0.325 Identity_Assertion

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

I just took the Canadian citizenship exam and scored 19 out of 20. I only watched this video once and read the study guide once. Thank you!

Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72

Close reading → Video sentiment →

Identity Attack0.0042177555

Insult0.007360875

Profanity0.010091767

Threat0.0064532873

Severe Toxicity0.000705719

Low Tox 0.010304171 Constructive 0.602

Jun 25, 2025 8 likes Canadian Citizenship Test 2025 – …

Do France

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

Close reading → Video sentiment →

Identity Attack0.0029598286

Insult0.0076838774

Profanity0.013644327

Threat0.0062526283

Severe Toxicity0.0009536743

Low Tox 0.010304171 Moderate Con 0.425

Feb 5, 2026 Inside Canada's Indian Invasion...

wow.......Thank You

Inside Canada's Indian Invasion... · 64: Cluster #63

Close reading → Discourse → Video sentiment →

Identity Attack0.0020996283

Insult0.0073798755

Profanity0.012722028

Threat0.007081157

Severe Toxicity0.0010967255

Low Tox 0.010304171 Moderate Con 0.477 Solidarity

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

LIKE, SAVE, SHARE, SAAR.

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

Close reading → Discourse → Video sentiment →

Identity Attack0.0030708222

Insult0.008310881

Profanity0.014566627

Threat0.0076119336

Severe Toxicity0.0012207031

Low Tox 0.010304171 Moderate Con 0.363 Advertisement_Spam

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

❤🇨🇦❤️

Canada’s new rules in 2026 · 1: Outliers

Close reading → Video sentiment →

Identity Attack0.0034777985

Insult0.007607877

Profanity0.016957775

Threat0.0068869707

Severe Toxicity0.0018024445

Low Tox 0.010304171 Moderate Con 0.345

Jan 23, 2026 Canada’s new rules in 2026

Good , so JAN 2027 deploy ICE. Bye bye good luck 🤞🏻

2.9 million Canadian temporary visas expire in 2025-2026 · 36: Cluster #35

Close reading → Discourse → Video sentiment →

Identity Attack0.0013966691

Insult0.007189874

Profanity0.009869732

Threat0.006815769

Severe Toxicity0.00084400177

Low Tox 0.010304171 Moderate Con 0.384 Call_To_Action

Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …

Only makes sense to avoid everything USA whenever possible 😊

· 10: Cluster #9

Close reading → Discourse → Video sentiment →

Identity Attack0.0015827361

Insult0.00083999167

Profanity0.00004579796

Threat0.002267128

Severe Toxicity0.00000608113

Low Tox 0.010252177 Call_To_Action

Dec 8, 2025

Great interview. This is exactly what I have been saying and thinking for years now. Nice to know I’m not alone.

LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers

Close reading → Discourse → Video sentiment →

Identity Attack0.0022753682

Insult0.007531876

Profanity0.01128734

Threat0.00675104

Severe Toxicity0.0006866455

Low Tox 0.01024134 Constructive 0.573 Solidarity

Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …

Question 13 , the correct answer is New Brunswick not Quebec

Canadian Citizenship Test 2025 – 414 Real Past-Test … · 297: Cluster #296

Close reading → Discourse → Video sentiment →

Identity Attack0.003884775

Insult0.0073988754

Profanity0.009169468

Threat0.0059095654

Severe Toxicity0.00056028366

Low Tox 0.01024134 Low Con 0.275 Meta_Commentary

Jul 1, 2025 1 likes Canadian Citizenship Test 2025 – …

Thank you Michelle

IRCC Names India in Study Permit Fraud | … · 92: Cluster #91

Close reading → Video sentiment →

Identity Attack0.0027378413

Insult0.0073798755

Profanity0.013029462

Threat0.0070034824

Severe Toxicity0.0011205673

Low Tox 0.01024134 Moderate Con 0.488

Oct 1, 2025 IRCC Names India in Study …

How hard to get the data…you obtain the report from college and universities and compare it with CBSA report. A high school student can perform this task.

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

Close reading → Discourse → Video sentiment →

Identity Attack0.0013689207

Insult0.007987879

Profanity0.0092292465

Threat0.005780108

Severe Toxicity0.00039577484

Low Tox 0.01024134 Moderate Con 0.348 Policy_Critique

Sep 28, 2025 IRCC Names India in Study …

Lost my job last October. Its almost a year. I still can’t get a job in my field.

How Canada broke its immigration system · 1: Outliers

Close reading → Video sentiment →

Identity Attack0.0014984132

Insult0.0068098716

Profanity0.010501678

Threat0.006543908

Severe Toxicity0.0005340576

Low Tox 0.01024134 Moderate Con 0.451

Jun 24, 2025 1 likes How Canada broke its immigration …

I find it mind blowing that any Canadian would want to go there. Stay in Canada and support our businesses or book a flight to another country.

· 6: Cluster #5

Close reading → Video sentiment →

Identity Attack0.0043716766

Insult0.002175583

Profanity0.00008987684

Threat0.0003925044

Severe Toxicity0.0000046246582

Low Tox 0.010202846

Dec 11, 2025

Brampton New Delhi

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

Close reading → Discourse → Video sentiment →

Identity Attack0.0039402717

Insult0.00979289

Profanity0.015249812

Threat0.0077802283

Severe Toxicity0.0012397766

Low Tox 0.01017851 Moderate Con 0.374 Meta_Commentary

Feb 12, 2026 Canada's tighter immigration policy divides …

Thank you for covering this. Brampton was so nice 15 years ago.

Inside Canada's Indian Invasion... · 2: Cluster #1

Close reading → Discourse → Video sentiment →

Identity Attack0.0021181274

Insult0.0077028773

Profanity0.011184863

Threat0.0065633263

Severe Toxicity0.0007677078

Low Tox 0.01017851 Constructive 0.553 Personal_Narrative

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

20/20. 2025/5/1. Thanks a lot!❤

Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18

Close reading → Video sentiment →

Identity Attack0.0025343532

Insult0.0066293706

Profanity0.012038844

Threat0.007586042

Severe Toxicity0.0011253357

Low Tox 0.01017851 Moderate Con 0.424

May 2, 2025 13 likes Canadian Citizenship Test 2025 – …

100% right as always !

LILLEY UNLEASHED: The fall of Canada’s once enviable … · 2: Cluster #1

Close reading → Discourse → Video sentiment →

Identity Attack0.0020626306

Insult0.007303875

Profanity0.011628932

Threat0.006912862

Severe Toxicity0.000910759

Low Tox 0.01017851 Moderate Con 0.416 Solidarity

Feb 21, 2026 1 likes LILLEY UNLEASHED: The fall of …

So since the start of the Trudeau regime, the population has increased 37%

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

Close reading → Discourse → Video sentiment →

Identity Attack0.002552852

Insult0.0077408776

Profanity0.009476901

Threat0.0059419298

Severe Toxicity0.0005531311

Low Tox 0.01017851 Low Con 0.227 Unverified_Claim

Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)

Clickbait! BLOCKED!

· 1: Outliers

Close reading → Video sentiment →

Identity Attack0.0002310044

Insult0.0012765566

Profanity0.00011451733

Threat0.004862177

Severe Toxicity0.000007953998

Low Tox 0.010116053

Apr 14, 2025 12 likes

Well said

LILLEY UNLEASHED: The fall of Canada’s once enviable … · 2: Cluster #1

Close reading → Video sentiment →

Identity Attack0.0027563404

Insult0.0072088744

Profanity0.012687869

Threat0.0070164283

Severe Toxicity0.001001358

Low Tox 0.010115679 Moderate Con 0.484

Feb 22, 2026 1 likes LILLEY UNLEASHED: The fall of …

Brampton mentioned 🎉

Inside Canada's Indian Invasion... · 2: Cluster #1

Close reading → Discourse → Video sentiment →

Identity Attack0.0020256327

Insult0.007873878

Profanity0.011167783

Threat0.0066733654

Severe Toxicity0.0007343292

Low Tox 0.010115679 Moderate Con 0.374 Meta_Commentary

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

Any id i submited my aplication online on aprill 17 .when should i get update from ircc

Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18

Close reading → Discourse → Video sentiment →

Identity Attack0.0030708222

Insult0.0069333725

Profanity0.011663092

Threat0.0072882893

Severe Toxicity0.00078201294

Low Tox 0.010115679 Moderate Con 0.363 Question

Jun 6, 2025 Canadian Citizenship Test 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.