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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 15 of 1230
it scares me to think our already fucked up health care is gonna hve these guys as rn's ....jesus fucking christ
it scares me to think our already fucked up health care is gonna hve these guys as rn's ....jesus fucking christ
Inside Canada's Indian Metropolis (Brampton) · 236: Cluster #235
Close reading → Discourse → Video sentiment →
Identity Attack0.30103904
Insult0.5678696
Profanity0.89909166
Threat0.011922873
Severe Toxicity0.35368225
Toxic 0.89241093 Low Con 0.296 Insult Fear_Threat
Oct 23, 2025 Inside Canada's Indian Metropolis (Brampton)
What a disgusting country! I can't wait to get the F🤬 out this shit hole
What a disgusting country! I can't wait to get the F🤬 out this shit hole
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.6308392
Profanity0.8089582
Threat0.09623027
Severe Toxicity0.35368225
Toxic 0.89241093 Low Con 0.295 Identity Attack Insult Fear_Threat
Nov 21, 2025 Thousands of refugees allowed into …
It is bullshit
It is bullshit
Inside Canada's Indian Metropolis (Brampton) · 24: Cluster #23
Close reading → Discourse → Video sentiment →
Identity Attack0.01857083
Insult0.4339631
Profanity0.902047
Threat0.0076637166
Severe Toxicity0.19149859
Toxic 0.89241093 Low Con 0.277 Policy_Critique
Jan 26, 2026 Inside Canada's Indian Metropolis (Brampton)
The white man with the bike is a dirty brain dead low iq ignorant not cultivated idiot. He is a burden for any society
The white man with the bike is a dirty brain dead low iq ignorant not cultivated idiot. He is a burden for any society
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.8685752
Profanity0.5013569
Threat0.05721026
Severe Toxicity0.35368225
Toxic 0.89241093 Low Con 0.15 Identity Attack Insult Identity_Assertion
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
Brampton is a SHIT-hole.
Brampton is a SHIT-hole.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.14019285
Insult0.755201
Profanity0.84506536
Threat0.012803185
Severe Toxicity0.35368225
Toxic 0.89241093 Low Con 0.231 Insult Identity_Assertion
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Its fuckin RETARDED ! They wanna move somewhere els and make it like their old country, why even move if your not gonna embrace the culter you ran too.
Its fuckin RETARDED ! They wanna move somewhere els and make it like their old country, why even move if your not gonna embrace the culter you ran too.
Inside Canada's Indian Invasion... · 101: Cluster #100
Close reading → Discourse → Video sentiment →
Identity Attack0.4774257
Insult0.71120167
Profanity0.8117245
Threat0.017156094
Severe Toxicity0.45895407
Toxic 0.89241093 Low Con 0.21 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
10:20 your credibility gets fucked with when you advertise such obvious data theft scams
10:20 your credibility gets fucked with when you advertise such obvious data theft scams
Inside Canada's Indian Invasion... · 32: Cluster #31
Close reading → Discourse → Video sentiment →
Identity Attack0.07012023
Insult0.47630358
Profanity0.7466957
Threat0.035458352
Severe Toxicity0.35368225
Toxic 0.89241093 Low Con 0.236 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
This guy is retarded just that stupid annoying voice he failed at doing every other type of content so he settled on race baiting 😂
This guy is retarded just that stupid annoying voice he failed at doing every other type of content so he settled on race baiting 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4006267
Insult0.7782364
Profanity0.5013569
Threat0.061412923
Severe Toxicity0.35368225
Toxic 0.89241093 Low Con 0.169 Insult Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
I can't stand this idiot lebanese immigration minister. You have to wonder about the low IQ of the voters that elected this moron.
I can't stand this idiot lebanese immigration minister. You have to wonder about the low IQ of the voters that elected this moron.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.87225974
Profanity0.47191826
Threat0.01238892
Severe Toxicity0.23223943
Toxic 0.89241093 Moderate Con 0.327 Identity Attack Insult Policy_Critique
Mar 1, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Get these dirty asses back to India
Get these dirty asses back to India
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.67735565
Profanity0.7181329
Threat0.06593887
Severe Toxicity0.35368225
Toxic 0.89241093 Low Con 0.196 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
What Tyler does for youtube is crazy man! Last time he literally went through shit!
What Tyler does for youtube is crazy man! Last time he literally went through shit!
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.6306599
Profanity0.759977
Threat0.016120117
Severe Toxicity0.35368225
Toxic 0.89241093 Moderate Con 0.479 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I merdoni entrano in USA da li!!! Puxxoni pedofi.i e mangia💩💩💩💩💩💩💩
I merdoni entrano in USA da li!!! Puxxoni pedofi.i e mangia💩💩💩💩💩💩💩
Inside Canada's Indian Invasion... · 63: Cluster #62
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.802824
Profanity0.70864636
Threat0.20544581
Severe Toxicity0.6474255
Toxic 0.89241093 Low Con 0.13 Identity Attack Insult Unverified_Claim
Feb 16, 2026 Inside Canada's Indian Invasion...
Absolutely fucking disgusting.
Absolutely fucking disgusting.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.028628819
Insult0.48569724
Profanity0.902047
Threat0.008738215
Severe Toxicity0.3532795
Toxic 0.89241093 Low Con 0.265 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Deport all these assholes!!!
Deport all these assholes!!!
Why Canadians Are Turning Against Immigrants. · 11: Cluster #10
Close reading → Video sentiment →
Identity Attack0.39207554
Insult0.7762574
Profanity0.7654259
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.89241093 Low Con 0.188 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Perpetuating the idea that people of African decent are less intelligent (as he sucks on his vape stick) this youtuber is a dick at best!
Perpetuating the idea that people of African decent are less intelligent (as he sucks on his vape stick) this youtuber is a dick at best!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.6798578
Profanity0.7466957
Threat0.045895394
Severe Toxicity0.45895407
Toxic 0.89241093 Low Con 0.185 Identity Attack Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I'd sooner go to Liberia for a vacation than that sh*thole country
I'd sooner go to Liberia for a vacation than that sh*thole country
· 26: Cluster #25
Close reading → Video sentiment →
Identity Attack0.025228644
Insult0.54455113
Profanity0.5365596
Threat0.0018149976
Severe Toxicity0.00012186707
Toxic 0.8913516 Insult
Dec 7, 2025 2 likes
Indians are actually very mean and nasty. They don’t even like white people yet they have to live here cause we are the only ones with our shit together, and they HATE that.
Indians are actually very mean and nasty. They don’t even like white people yet they have to live here cause we are the only ones with our shit together, and they HATE that.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7426507
Insult0.6991143
Profanity0.776286
Threat0.025961896
Severe Toxicity0.44787344
Toxic 0.88599813 Moderate Con 0.419 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
fuck, man, i was just hoping you leave that place lmao wtf were u thinking xdd
fuck, man, i was just hoping you leave that place lmao wtf were u thinking xdd
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.042292643
Insult0.4534306
Profanity0.8907955
Threat0.023889944
Severe Toxicity0.35368225
Toxic 0.88599813 Moderate Con 0.363 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Canada is a Thrid world shit hole.
Canada is a Thrid world shit hole.
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.5548181
Insult0.66500133
Profanity0.8089582
Threat0.011430934
Severe Toxicity0.3529199
Toxic 0.88599813 Low Con 0.16 Identity Attack Insult Fear_Threat
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
0:35 exactly y idi Amin gave them 90days to get the fuck out of Uganda in the 70s .., they trade among themselves and used the country’s raw material fuqqing hypocrites
0:35 exactly y idi Amin gave them 90days to get the fuck out of Uganda in the 70s .., they trade among themselves and used the country’s raw material fuqqing hypocrites
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.6370372
Profanity0.759977
Threat0.04524883
Severe Toxicity0.45895407
Toxic 0.88599813 Low Con 0.261 Insult Comparative_Framing
Nov 25, 2025 Inside Canada's Indian Metropolis (Brampton)
these disgusting stinky Indians should be deported from this country. it was a clean country before but now stinky disgusting Indians ruined it
these disgusting stinky Indians should be deported from this country. it was a clean country before but now stinky disgusting Indians ruined it
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.8182097
Insult0.7775208
Profanity0.46460027
Threat0.19862294
Severe Toxicity0.47886345
Toxic 0.88599813 Low Con 0.265 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Kick them the fuck out
Kick them the fuck out
Inside Canada's Indian Metropolis (Brampton) · 33: Cluster #32
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.5130944
Profanity0.8117245
Threat0.57761645
Severe Toxicity0.35368225
Toxic 0.88599813 Low Con 0.212 Insult Threat Call_To_Action
Nov 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Fire all these idiots!
Fire all these idiots!
IRCC Names India in Study Permit Fraud | … · 134: Cluster #133
Close reading → Video sentiment →
Identity Attack0.06613251
Insult0.83943826
Profanity0.43900812
Threat0.5195707
Severe Toxicity0.16960317
Toxic 0.88599813 Low Con 0.181 Insult Threat
Oct 1, 2025 IRCC Names India in Study …
This mf with their dirty ass looted more than half of the world killed and rapped billions and now Poterying innocent and saying Indians are Captchering there homes wow these mother fkrs
This mf with their dirty ass looted more than half of the world killed and rapped billions and now Poterying innocent and saying Indians are Captchering there homes wow these mother fkrs
Inside Canada's Indian Invasion... · 138: Cluster #137
Close reading → Discourse → Video sentiment →
Identity Attack0.4830652
Insult0.71120167
Profanity0.759977
Threat0.39416263
Severe Toxicity0.50703704
Toxic 0.88599813 Low Con 0.244 Insult Moral_Argument
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
that town is so fucked
that town is so fucked
Inside Canada's Indian Invasion... · 147: Cluster #146
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.47384647
Profanity0.8802007
Threat0.009955117
Severe Toxicity0.34927294
Toxic 0.88599813 Moderate Con 0.313 Personal_Narrative
Jan 27, 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.