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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 117 of 1230
Shame on all you "Canadians" in the comments. Real Canadians do not claim you racists. Disgusting video spreading misinfo, and hate. people like you are worsening the hate and racism in this country. "The greatest …
Shame on all you "Canadians" in the comments. Real Canadians do not claim you racists. Disgusting video spreading misinfo, and hate. people like you are worsening the hate and racism in this country. "The greatest illusion of this world is the illusion of separation. Things you think are separate and different are actually one and the same. We are all one people. but live as if divided." Again shame on all you blatant racists and bigots in the comments!!
Inside Canada's Indian Metropolis (Brampton) · 60: Cluster #59
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.6120431
Profanity0.091633186
Threat0.010343489
Severe Toxicity0.023927659
Moderate 0.60254884 Moderate Con 0.428 Insult Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians work and contribute to the community tf is these white peoples problem
Indians work and contribute to the community tf is these white peoples problem
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.4555076
Profanity0.45028755
Threat0.013321015
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.351 Identity Attack Identity_Assertion
Feb 19, 2026 2 likes Inside Canada's Indian Invasion...
que gente tan fea
que gente tan fea
Inside Canada's Indian Invasion... · 47: Cluster #46
Close reading → Discourse → Video sentiment →
Identity Attack0.1294935
Insult0.65865606
Profanity0.33141375
Threat0.007857903
Severe Toxicity0.023293832
Moderate 0.60254884 Moderate Con 0.318 Insult Unverified_Claim
Feb 4, 2026 Inside Canada's Indian Invasion...
Yet you still accepting indian foreign students, what a fkn joke
Yet you still accepting indian foreign students, what a fkn joke
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.40243408
Profanity0.5365423
Threat0.0115345
Severe Toxicity0.16960317
Moderate 0.60254884 Low Con 0.151
Sep 28, 2025 1 likes IRCC Names India in Study …
WTF work permit holders are not working in Canada rather working in Middle East. They r rotating their families out of Canada to make it appear that they all live in Canada. Get this butts …
WTF work permit holders are not working in Canada rather working in Middle East. They r rotating their families out of Canada to make it appear that they all live in Canada. Get this butts out of there. Dodgy people they will corrupt this gorgeous country. I know few of them and have e posed them to the immigration too. Where is the bloody immigration now
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.41975367
Insult0.5393265
Profanity0.48510036
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.458 Insult Unverified_Claim
Oct 2, 2025 IRCC Names India in Study …
India is better than lazy islamic jihadis trying to take over the world
India is better than lazy islamic jihadis trying to take over the world
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5208188
Profanity0.3051381
Threat0.063999176
Severe Toxicity0.18844056
Moderate 0.60254884 Low Con 0.159 Identity Attack Insult Fear_Threat
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
This is happening yet you guys went to the ozark community and tried to frame them as idiots. All anglo communities are happening because of mass immigration.
This is happening yet you guys went to the ozark community and tried to frame them as idiots. All anglo communities are happening because of mass immigration.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.6051471
Profanity0.37202835
Threat0.008945347
Severe Toxicity0.023076924
Moderate 0.60254884 Moderate Con 0.316 Insult Unverified_Claim
Dec 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm an Indian, and give these white people there beloved" tim hortons" back you guys! Damn. the racial profiling in this video is crazy "good white", "generally a dirty race". I'm currently in edmonton and …
I'm an Indian, and give these white people there beloved" tim hortons" back you guys! Damn. the racial profiling in this video is crazy "good white", "generally a dirty race". I'm currently in edmonton and the number of "white" people with piss in their pants i've seen is crazy . Stop racially profiling people it's never fun when it's done pointing at you, just so you know.
Inside Canada's Indian Invasion... · 60: Cluster #59
Close reading → Discourse → Video sentiment →
Identity Attack0.5502601
Insult0.48675314
Profanity0.5249258
Threat0.04233929
Severe Toxicity0.19761463
Moderate 0.60254884 Constructive 0.502 Identity Attack Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
they trash India and then come here because India is trashed
they trash India and then come here because India is trashed
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.49389273
Profanity0.36099523
Threat0.04167421
Severe Toxicity0.18232453
Moderate 0.60254884 Low Con 0.15 Identity Attack Identity_Assertion
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
As soon as I saw the monkey statue, I knew it was Brampton. Once a beautiful quiet town now devastated by Indians turning it to a sh!thole they escaped from.
As soon as I saw the monkey statue, I knew it was Brampton. Once a beautiful quiet town now devastated by Indians turning it to a sh!thole they escaped from.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55011386
Insult0.5270482
Profanity0.5365423
Threat0.033386398
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.403 Identity Attack Insult Identity_Assertion
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Can you do a video on Markham in Canada ? it’s literally China 🇨🇳 Not to promote anything but white boy here is jumping on the bandwagon of hate to get attention. It’s not write …
Can you do a video on Markham in Canada ? it’s literally China 🇨🇳 Not to promote anything but white boy here is jumping on the bandwagon of hate to get attention. It’s not write to promote slurs against a community! there are plenty of nasty and disgusting people in every race, including yours boy
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.6109131
Profanity0.21781154
Threat0.013217449
Severe Toxicity0.02514347
Moderate 0.60254884 Moderate Con 0.365 Identity Attack Insult Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
DEPORT THIS RATS INTO THEIR BOX 😂
DEPORT THIS RATS INTO THEIR BOX 😂
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.18705739
Insult0.6261769
Profanity0.30690086
Threat0.13815513
Severe Toxicity0.07805709
Moderate 0.60254884 Low Con 0.109 Insult Fear_Threat
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
What the FUC* is going on with Canada, I had no idea this was going on, STOP IT NOW CANADA, stop them from taking over Canada !
What the FUC* is going on with Canada, I had no idea this was going on, STOP IT NOW CANADA, stop them from taking over Canada !
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.18546575
Insult0.36939126
Profanity0.57488567
Threat0.020782012
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.303 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
….it is always fraudulent Indians no matter which foreign country they go to…..shame…
….it is always fraudulent Indians no matter which foreign country they go to…..shame…
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.5983441
Insult0.5239335
Profanity0.12727508
Threat0.013372798
Severe Toxicity0.06011435
Moderate 0.60254884 Low Con 0.2 Identity Attack Insult
Sep 28, 2025 1 likes IRCC Names India in Study …
Tyler, go to Flushing , New Yorks new China dirty, smelly town.
Tyler, go to Flushing , New Yorks new China dirty, smelly town.
Inside Canada's Indian Invasion... · 94: Cluster #93
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5739874
Profanity0.11601777
Threat0.008531082
Severe Toxicity0.028730227
Moderate 0.60254884 Low Con 0.182 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
look im not a public figure so i can say this openly without being "cancelled". This is how racism starts. People aren`t inherently racist towards indians RIGHT NOW but give it multiple generations of people …
look im not a public figure so i can say this openly without being "cancelled". This is how racism starts. People aren`t inherently racist towards indians RIGHT NOW but give it multiple generations of people who are sick of this shit raising kids and those kids will grow up to hate. Thats all im gonna say.
Inside Canada's Indian Invasion... · 87: Cluster #86
Close reading → Discourse → Video sentiment →
Identity Attack0.41222036
Insult0.48228607
Profanity0.57236236
Threat0.03165977
Severe Toxicity0.16233426
Moderate 0.60254884 Moderate Con 0.454 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Punjab people are the worst and don't fit in here at all. Time for them to go.
Punjab people are the worst and don't fit in here at all. Time for them to go.
How Canada broke its immigration system · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.6227552
Insult0.5130944
Profanity0.2761231
Threat0.13549154
Severe Toxicity0.21902075
Moderate 0.60254884 Low Con 0.286 Identity Attack Insult
Jun 19, 2025 2 likes How Canada broke its immigration …
Liberals destroy everything they touch and tbe retards will keep voting for them #albertaindependence NOW
Liberals destroy everything they touch and tbe retards will keep voting for them #albertaindependence NOW
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.4453683
Insult0.6149945
Profanity0.36230123
Threat0.05753354
Severe Toxicity0.04666401
Moderate 0.60254884 Low Con 0.136 Insult Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Wonder why they had to erect Monkey Man God statue on middle of road although this character is fictitious and mythological but because of tons of Hindu Indian Migration they are literally spreading idioticness to …
Wonder why they had to erect Monkey Man God statue on middle of road although this character is fictitious and mythological but because of tons of Hindu Indian Migration they are literally spreading idioticness to canadian, being indian and living in India it is already pathetic experience of day today hindu rituals, now it went overseas too feel good 🤣
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.6149945
Profanity0.26607355
Threat0.01052473
Severe Toxicity0.043077253
Moderate 0.60254884 Moderate Con 0.326 Identity Attack Insult Fear_Threat
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
India is a dirty country and poor country. Nobody wants people who can't keep their own country clean to come and phuck up their countries too.
India is a dirty country and poor country. Nobody wants people who can't keep their own country clean to come and phuck up their countries too.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5130944
Profanity0.37923992
Threat0.022853967
Severe Toxicity0.20984669
Moderate 0.60254884 Low Con 0.292 Identity Attack Insult Unverified_Claim
Feb 12, 2026 Inside Canada's Indian Invasion...
I live in Brampton It’s good I never ran into you because the shit i would say could get me time in a cage
I live in Brampton It’s good I never ran into you because the shit i would say could get me time in a cage
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.06340405
Insult0.34782293
Profanity0.6750904
Threat0.0287245
Severe Toxicity0.08595808
Moderate 0.60254884 Moderate Con 0.475 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
id rather live in a black neigbourhood then a poopjeet stinky neighbourhood
id rather live in a black neigbourhood then a poopjeet stinky neighbourhood
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.5130944
Profanity0.40670946
Threat0.012130005
Severe Toxicity0.16960317
Moderate 0.60254884 Low Con 0.262 Identity Attack Insult Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Scammers and smelly
Scammers and smelly
Inside Canada's Indian Invasion... · 32: Cluster #31
Close reading → Discourse → Video sentiment →
Identity Attack0.046159767
Insult0.6149945
Profanity0.29209393
Threat0.009722093
Severe Toxicity0.023552058
Moderate 0.60254884 Moderate Con 0.339 Insult Identity_Assertion
Feb 5, 2026 3 likes Inside Canada's Indian Invasion...
Обожнюю дублювання українською 😂 хахаха
Обожнюю дублювання українською 😂 хахаха
Inside Canada's Indian Invasion... · 231: Cluster #230
Close reading → Discourse → Video sentiment →
Identity Attack0.5689151
Insult0.5130944
Profanity0.36452284
Threat0.064969026
Severe Toxicity0.50703704
Moderate 0.60254884 Low Con 0.268 Identity Attack Insult Meta_Commentary
Feb 16, 2026 1 likes Inside Canada's Indian Invasion...
Indian Hindu people are destroying Christian Countries, next Canada.✍🏻😎🇮🇱🇺🇸🇬🇧
Indian Hindu people are destroying Christian Countries, next Canada.✍🏻😎🇮🇱🇺🇸🇬🇧
Inside Canada's Indian Invasion... · 336: Cluster #335
Close reading → Discourse → Video sentiment →
Identity Attack0.6682205
Insult0.36939126
Profanity0.12727508
Threat0.19862294
Severe Toxicity0.16960317
Moderate 0.60254884 Low Con 0.216 Identity Attack Fear_Threat
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.