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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
Active: Tox: 0.5 – 1 4,704 comments · Page 40 of 189
Press x to shit on Maple Leaf
Press x to shit on Maple Leaf
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.036105253
Insult0.40243408
Profanity0.8255558
Threat0.012906751
Severe Toxicity0.16960317
Toxic 0.78855824 Low Con 0.223 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Answer the questions and stop dicking around
Answer the questions and stop dicking around
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.028628819
Insult0.48313886
Profanity0.70864636
Threat0.012958534
Severe Toxicity0.16960317
Toxic 0.78855824 Low Con 0.216
Oct 20, 2025 IRCC Names India in Study …
Canada REALLY needs to return to two official religions again. Christian and Jewish. Ban Islam and no tax free for other religions. Indians won't hire Canadians and they take over our business'. They smell and …
Canada REALLY needs to return to two official religions again. Christian and Jewish. Ban Islam and no tax free for other religions. Indians won't hire Canadians and they take over our business'. They smell and are HORRIBLE because they cut corners everywhere and are super cheap. They've turned Tim Hortons into shit holes. A&W is crap. These people are dirty and disgusting. To all business owners. NEVER hire Indian. They will ruin your business.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7063701
Insult0.72868866
Profanity0.5188411
Threat0.10236332
Severe Toxicity0.35368225
Toxic 0.78855824 Moderate Con 0.494 Identity Attack Insult Fear_Threat
Feb 6, 2026 Inside Canada's Indian Invasion...
The Lieberals system is to greet anyone no questions asked as long as you remember who to vote for . Pure corruption, all immigration ministers, the Lieberals have put in that portfolio have failed . …
The Lieberals system is to greet anyone no questions asked as long as you remember who to vote for . Pure corruption, all immigration ministers, the Lieberals have put in that portfolio have failed . Then they fail upwards. You are a racist if you question any immigrant . Pure bullshit.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.40255263
Insult0.6798578
Profanity0.70384485
Threat0.011974656
Severe Toxicity0.18538254
Toxic 0.78855824 Low Con 0.249 Insult Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Tyler oliveira is a jihadist gandu ma chikni randy
Tyler oliveira is a jihadist gandu ma chikni randy
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.54996765
Insult0.78882504
Profanity0.8117245
Threat0.44942492
Severe Toxicity0.71338886
Toxic 0.78855824 Low Con 0.108 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
ЭТИ ублюдки срут там где жрут!
ЭТИ ублюдки срут там где жрут!
Inside Canada's Indian Invasion... · 217: Cluster #216
Close reading → Discourse → Video sentiment →
Identity Attack0.21668483
Insult0.7775208
Profanity0.64080805
Threat0.06820184
Severe Toxicity0.51028454
Toxic 0.78855824 Low Con 0.133 Insult Fear_Threat
Feb 14, 2026 Inside Canada's Indian Invasion...
This whole video is bullshit. We needed the workers. They were on temporary for work permits those permits all expire this year… Where have we been the last two years complaining about it. Now the …
This whole video is bullshit. We needed the workers. They were on temporary for work permits those permits all expire this year… Where have we been the last two years complaining about it. Now the issues going to be fixed… Wow, a little late to the party aren’t you?😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.061130337
Insult0.46625584
Profanity0.64657205
Threat0.029933142
Severe Toxicity0.34993178
Toxic 0.78855824 Moderate Con 0.467 Policy_Critique
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
And then Canada voted the Liberals back into power again. Next level stupid.
And then Canada voted the Liberals back into power again. Next level stupid.
How Canada broke its immigration system · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.16801116
Insult0.7922567
Profanity0.28938356
Threat0.008311004
Severe Toxicity0.023076924
Toxic 0.78855824 Low Con 0.136 Insult Call_To_Action
Jun 16, 2025 How Canada broke its immigration …
Remember the locals voted for this. Idiots, now they can't vote themselves out of this issue.
Remember the locals voted for this. Idiots, now they can't vote themselves out of this issue.
Inside Canada's Indian Metropolis (Brampton) · 86: Cluster #85
Close reading → Video sentiment →
Identity Attack0.047448806
Insult0.8032227
Profanity0.36230123
Threat0.010731863
Severe Toxicity0.023599008
Toxic 0.78855824 Low Con 0.245 Insult
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Hahaa indian immigrant HQ! 😂 i am an immigrant from india, and i have not seen such idiots back home. I want to go back to india. You have invited lowest of lows!! It is …
Hahaa indian immigrant HQ! 😂 i am an immigrant from india, and i have not seen such idiots back home. I want to go back to india. You have invited lowest of lows!! It is frustrating for people like me. Forget shitty immigrants, what opportunities exist!?? Zero! Crap economy. God please help me and get me out of here!! All my money is invested in this dead economy..
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.67735565
Profanity0.58072567
Threat0.04363242
Severe Toxicity0.35368225
Toxic 0.78855824 Moderate Con 0.474 Identity Attack Insult Personal_Narrative
Feb 9, 2026 Inside Canada's Indian Invasion...
Hahaha stupid people, don’t even know how they come… before it used to be all white now it’s all brown.. nothing changed
Hahaha stupid people, don’t even know how they come… before it used to be all white now it’s all brown.. nothing changed
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.4774257
Insult0.71120167
Profanity0.43781817
Threat0.016638106
Severe Toxicity0.16960317
Toxic 0.78855824 Low Con 0.195 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
i didnt know white ppl have iq to flim video, bloody dumb retards btw your pale body is way bright for my eyes,
i didnt know white ppl have iq to flim video, bloody dumb retards btw your pale body is way bright for my eyes,
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.65625757
Insult0.6798578
Profanity0.5188411
Threat0.09623027
Severe Toxicity0.39194742
Toxic 0.78855824 Low Con 0.194 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Blows your mind how stupid, incompetent, and dumb our bureaucrats are that hold the well being of Canada in their hands. They all have to be fired cause they know nothing of what they are …
Blows your mind how stupid, incompetent, and dumb our bureaucrats are that hold the well being of Canada in their hands. They all have to be fired cause they know nothing of what they are responsible for!! In
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.09659086
Insult0.8082062
Profanity0.29053202
Threat0.06626215
Severe Toxicity0.02604016
Toxic 0.78855824 Low Con 0.25 Insult
Sep 29, 2025 IRCC Names India in Study …
get credit cards and run the shit out of them like the immigrants are doing
get credit cards and run the shit out of them like the immigrants are doing
Why Canadians Are Turning Against Immigrants. · 11: Cluster #10
Close reading → Video sentiment →
Identity Attack0.57150364
Insult0.5145894
Profanity0.73341435
Threat0.06270605
Severe Toxicity0.26766825
Toxic 0.78855824 Low Con 0.169 Identity Attack Insult
Sep 8, 2025 Why Canadians Are Turning Against …
What a joke this country is! Being taken advantage of by a shit hole 3rd world country and run by incompetence I know where all these missing F***ers are, Tim Hortons
What a joke this country is! Being taken advantage of by a shit hole 3rd world country and run by incompetence I know where all these missing F***ers are, Tim Hortons
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.4482637
Insult0.6798578
Profanity0.70384485
Threat0.018882722
Severe Toxicity0.35166132
Toxic 0.78855824 Low Con 0.296 Insult
Oct 7, 2025 IRCC Names India in Study …
The man on the bike is so stupid and racist. And I am sure his IQ is below 0. Most Africans are smart, and I love their humanity!. It's not that all whites are smart; …
The man on the bike is so stupid and racist. And I am sure his IQ is below 0. Most Africans are smart, and I love their humanity!. It's not that all whites are smart; most of them are like him. white skin and speak english doesnt make you smart. His ancestor took Africa's wealth and made us poor. He should shame for you gradparent what they did in Africa. fulish man!
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.7804726
Profanity0.4185329
Threat0.02924249
Severe Toxicity0.17926651
Toxic 0.78855824 Moderate Con 0.457 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
🇨🇦Indian & Whites🇬🇶...Learn to Share...Get Along...Both of You Mate Well as U.S Border Jumpers ; 🌷👳🏽‍♂️👳🏽‍♀️💔🙎🏼‍♂️🙎‍♀️🥀; Indians' has Come Way Before I Ever Want To; Leave Me & African Americans Out of It! CANADA💩♨️🏚🪳🕸🏚🕸🕷🏚🔥💩SUCKS!
🇨🇦Indian & Whites🇬🇶...Learn to Share...Get Along...Both of You Mate Well as U.S Border Jumpers ; 🌷👳🏽‍♂️👳🏽‍♀️💔🙎🏼‍♂️🙎‍♀️🥀; Indians' has Come Way Before I Ever Want To; Leave Me & African Americans Out of It! CANADA💩♨️🏚🪳🕸🏚🕸🕷🏚🔥💩SUCKS!
Inside Canada's Indian Invasion... · 261: Cluster #260
Close reading → Video sentiment →
Identity Attack0.6649212
Insult0.6407567
Profanity0.541926
Threat0.13853464
Severe Toxicity0.45895407
Toxic 0.78711975 Moderate Con 0.409 Identity Attack Insult
Jan 29, 2026 Inside Canada's Indian Invasion...
Indian Hindus are so disgusting
Indian Hindus are so disgusting
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.76079035
Insult0.65129566
Profanity0.39409557
Threat0.035113025
Severe Toxicity0.35368225
Toxic 0.78711975 Low Con 0.25 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
What's bullshit is letting homeless white people tell you the brown people aren't paying taxes.
What's bullshit is letting homeless white people tell you the brown people aren't paying taxes.
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.54471385
Profanity0.70864636
Threat0.0138755
Severe Toxicity0.29621798
Toxic 0.78711975 Low Con 0.266 Identity Attack Insult Moral_Argument
Dec 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Karma is a bitch
Karma is a bitch
Inside Canada's Indian Metropolis (Brampton) · 248: Cluster #247
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.5739874
Profanity0.8117245
Threat0.011482717
Severe Toxicity0.16960317
Toxic 0.78711975 Low Con 0.277 Insult Humor_Satire
Oct 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Jesus Christ and God almighty is the ONLY god, your monkey God is a fake God, he isn't real, he is a gross fake
Jesus Christ and God almighty is the ONLY god, your monkey God is a fake God, he isn't real, he is a gross fake
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.69164425
Profanity0.44431314
Threat0.018192071
Severe Toxicity0.35368225
Toxic 0.78711975 Low Con 0.174 Identity Attack Insult Advertisement_Spam
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I live in kitchener, ontario 🇨🇦 it is now 💩 hole.. full with 80% of INDIANS 😮 wtf?!! INDIANS taking over our jobs 😢😢😢😢😢😢😢😢😢😢😢 & NO!!!! I am not racist...... I'm so sick of seeing …
I live in kitchener, ontario 🇨🇦 it is now 💩 hole.. full with 80% of INDIANS 😮 wtf?!! INDIANS taking over our jobs 😢😢😢😢😢😢😢😢😢😢😢 & NO!!!! I am not racist...... I'm so sick of seeing them, INDIANS everywhere😮😮😮
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.7063701
Insult0.6120431
Profanity0.46222726
Threat0.0824309
Severe Toxicity0.45895407
Toxic 0.78711975 Moderate Con 0.436 Identity Attack Insult
Dec 1, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
They bring all that caste bullshit and sectarianism with them. Canada is a mess.
They bring all that caste bullshit and sectarianism with them. Canada is a mess.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.50917345
Insult0.6308392
Profanity0.70864636
Threat0.012181788
Severe Toxicity0.2281948
Toxic 0.78711975 Low Con 0.245 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Lmao the white guy admits to being white trash😂😂
Lmao the white guy admits to being white trash😂😂
Inside Canada's Indian Invasion... · 397: Cluster #396
Close reading → Discourse → Video sentiment →
Identity Attack0.6928741
Insult0.66500133
Profanity0.42990944
Threat0.014048163
Severe Toxicity0.34966052
Toxic 0.78711975 Low Con 0.191 Identity Attack Insult Humor_Satire
Feb 14, 2026 Inside Canada's Indian Invasion...
Indian drivers are the worst. They are always the ones aggressively swerving between lanes as if their tiny penis will fall off if another driver was in front of them.
Indian drivers are the worst. They are always the ones aggressively swerving between lanes as if their tiny penis will fall off if another driver was in front of them.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.61794597
Profanity0.5722072
Threat0.043955702
Severe Toxicity0.23224974
Toxic 0.78711975 Low Con 0.208 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 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.