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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 22 of 1230
Get that praying shit off the streets.
Get that praying shit off the streets.
Why Canadians Are Turning Against Immigrants. · 98: Cluster #97
Close reading → Video sentiment →
Identity Attack0.12735364
Insult0.54471385
Profanity0.844891
Threat0.058503386
Severe Toxicity0.23224287
Toxic 0.85850734 Low Con 0.228 Insult
Sep 10, 2025 Why Canadians Are Turning Against …
Canada is a shithole.
Canada is a shithole.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.6831271
Profanity0.7785769
Threat0.010602405
Severe Toxicity0.35130173
Toxic 0.85850734 Low Con 0.26 Identity Attack Insult Policy_Critique
Sep 9, 2025 Why Canadians Are Turning Against …
Brampton is a shit hole. Contain it please.
Brampton is a shit hole. Contain it please.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.6798578
Profanity0.8255558
Threat0.029069828
Severe Toxicity0.2847981
Toxic 0.85850734 Low Con 0.191 Insult
Sep 21, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
Fucker
Fucker
Inside Canada's Indian Invasion... · 217: Cluster #216
Close reading → Video sentiment →
Identity Attack0.036620867
Insult0.5332045
Profanity0.90150756
Threat0.010395273
Severe Toxicity0.35368225
Toxic 0.85850734 Moderate Con 0.389 Insult
Feb 5, 2026 Inside Canada's Indian Invasion...
A shit whole
A shit whole
Inside Canada's Indian Invasion... · 201: Cluster #200
Close reading → Discourse → Video sentiment →
Identity Attack0.03919895
Insult0.46923602
Profanity0.8855216
Threat0.00948907
Severe Toxicity0.16960317
Toxic 0.85850734 Moderate Con 0.347 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The fact the driving absolutely sucks is actually fucking hilarious 😂😂
The fact the driving absolutely sucks is actually fucking hilarious 😂😂
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.06476828
Insult0.46173862
Profanity0.8117245
Threat0.00899713
Severe Toxicity0.35368225
Toxic 0.85850734 Low Con 0.227 Humor_Satire
Feb 7, 2026 Inside Canada's Indian Invasion...
Your paganism will get you nowhere except paganing to cow shit
Your paganism will get you nowhere except paganing to cow shit
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.36273825
Insult0.58196646
Profanity0.8089582
Threat0.021645326
Severe Toxicity0.35058254
Toxic 0.85850734 Low Con 0.175 Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
It is an immigration policy to blame you id*ot you tuber
It is an immigration policy to blame you id*ot you tuber
Inside Canada's Indian Invasion... · 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.28622448
Insult0.7775208
Profanity0.5722072
Threat0.020782012
Severe Toxicity0.349583
Toxic 0.85850734 Low Con 0.158 Insult Policy_Critique
Feb 7, 2026 Inside Canada's Indian Invasion...
Most Canadians with a brain refuse to go to USA anyways... Hard pass!😂
Most Canadians with a brain refuse to go to USA anyways... Hard pass!😂
· 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.50841355
Insult0.67369366
Profanity0.0014611739
Threat0.004296788
Severe Toxicity0.00007706119
Toxic 0.8572006 Identity Attack Insult Humor_Satire
Dec 8, 2025
What shitty channel last part was full of lies.😒
What shitty channel last part was full of lies.😒
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.11163961
Insult0.5362655
Profanity0.70864636
Threat0.015429466
Severe Toxicity0.35368225
Toxic 0.8540474 Low Con 0.164 Insult Meta_Commentary
Feb 14, 2026 Inside Canada's Indian Invasion...
Who is that white guy on the bike??? I want to fuck him up.
Who is that white guy on the bike??? I want to fuck him up.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.48569724
Profanity0.7888968
Threat0.5085751
Severe Toxicity0.44787344
Toxic 0.8540474 Low Con 0.287 Identity Attack Threat Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Idiots voted for this guy
Idiots voted for this guy
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.83943826
Profanity0.43272525
Threat0.012078222
Severe Toxicity0.05832097
Toxic 0.8540474 Low Con 0.175 Insult Call_To_Action
Dec 25, 2025 Thousands of refugees allowed into …
"Rape is not against their culture" , Damn that fat fuck is a moron
"Rape is not against their culture" , Damn that fat fuck is a moron
Inside Canada's Indian Invasion... · 95: Cluster #94
Close reading → Discourse → Video sentiment →
Identity Attack0.4508763
Insult0.71120167
Profanity0.7673477
Threat0.49142194
Severe Toxicity0.45895407
Toxic 0.8540474 Low Con 0.2 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
😅the self described "white trash guy" believes Africans are less intelligent then his low IQ ass!!
😅the self described "white trash guy" believes Africans are less intelligent then his low IQ ass!!
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.6991143
Profanity0.6919765
Threat0.043309137
Severe Toxicity0.41034412
Toxic 0.8540474 Low Con 0.174 Identity Attack Insult Humor_Satire
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
6:46 holy shit y'all a Indian women who knows the driving rules and follows them. That's a unicorn y'all
6:46 holy shit y'all a Indian women who knows the driving rules and follows them. That's a unicorn y'all
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.5203519
Insult0.5130944
Profanity0.7092837
Threat0.038911607
Severe Toxicity0.42874086
Toxic 0.8540474 Moderate Con 0.422 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
They destroyed india and bring their shit to canada
They destroyed india and bring their shit to canada
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.50588524
Insult0.5145894
Profanity0.7796426
Threat0.09929679
Severe Toxicity0.35022295
Toxic 0.8540474 Low Con 0.177 Identity Attack Insult
Dec 31, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The guy on the bike was pretty fucking racist!
The guy on the bike was pretty fucking racist!
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.39966375
Insult0.6407567
Profanity0.8086746
Threat0.019228047
Severe Toxicity0.34993178
Toxic 0.8540474 Low Con 0.299 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
No one is eating poop in india no body in india knows aout the fuck he is talking about
No one is eating poop in india no body in india knows aout the fuck he is talking about
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.48949075
Insult0.47384647
Profanity0.7785769
Threat0.032695748
Severe Toxicity0.35368225
Toxic 0.8540474 Low Con 0.181 Unverified_Claim
Feb 4, 2026 6 likes Inside Canada's Indian Invasion...
You idiot! Yoy are so full ofBS. How are Canadians suppose to have kids when they cant afford it. Meanwhile migrants get 80k person in the family! SOCIALISM NEXT COMMUNISM!
You idiot! Yoy are so full ofBS. How are Canadians suppose to have kids when they cant afford it. Meanwhile migrants get 80k person in the family! SOCIALISM NEXT COMMUNISM!
Why Canadians Are Turning Against Immigrants. · 21: Cluster #20
Close reading → Video sentiment →
Identity Attack0.38699543
Insult0.83943826
Profanity0.4044591
Threat0.012906751
Severe Toxicity0.18844056
Toxic 0.8540474 Moderate Con 0.308 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Brampton is one of Canadas shit hole cities
Brampton is one of Canadas shit hole cities
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.49584505
Insult0.6306599
Profanity0.8086746
Threat0.01101667
Severe Toxicity0.34981552
Toxic 0.8540474 Low Con 0.21 Insult Identity_Assertion
Sep 30, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Fucking indians named singh, patel who speaks punjab, hindi and gujarat are spoiling canada
Fucking indians named singh, patel who speaks punjab, hindi and gujarat are spoiling canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7856228
Insult0.7218519
Profanity0.79449326
Threat0.34804323
Severe Toxicity0.6612285
Toxic 0.8540474 Low Con 0.127 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
The one with the bike he is a pedo that how thy looks like a rapist useless white trash
The one with the bike he is a pedo that how thy looks like a rapist useless white trash
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.7344449
Profanity0.596623
Threat0.34804323
Severe Toxicity0.50234145
Toxic 0.8540474 Low Con 0.144 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
India is a shithole. Let's be honest.
India is a shithole. Let's be honest.
Inside Canada's Indian Invasion... · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.69783735
Insult0.6675394
Profanity0.79449326
Threat0.016638106
Severe Toxicity0.35368225
Toxic 0.8540474 Low Con 0.188 Identity Attack Insult Identity_Assertion
Feb 3, 2026 Inside Canada's Indian Invasion...
are these white people who are mocking us suck bbc for money in porn
are these white people who are mocking us suck bbc for money in porn
Inside Canada's Indian Invasion... · 30: Cluster #29
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.5130944
Profanity0.70384485
Threat0.029069828
Severe Toxicity0.35368225
Toxic 0.8540474 Low Con 0.218 Identity Attack Insult Unverified_Claim
Mar 2, 2026 Inside Canada's Indian Invasion...
Idiots posting this
Idiots posting this
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.073429056
Insult0.8204276
Profanity0.4756165
Threat0.013217449
Severe Toxicity0.08069076
Toxic 0.8540474 Low Con 0.196 Insult Meta_Commentary
Jan 29, 2026 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.