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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 91 of 1230
The bike guy is a hero for every racist retard on the comments
The bike guy is a hero for every racist retard on the comments
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.46050715
Insult0.6308392
Profanity0.40878695
Threat0.01750142
Severe Toxicity0.16960317
Moderate 0.6544696 Low Con 0.26 Insult Meta_Commentary
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Nehatto par Talwar chalava, bacchiyon ko rape threads dilana, Desh se gaddari karava Ta ja ke Pakistani randi ka baccha khalistani sikh kahava
Nehatto par Talwar chalava, bacchiyon ko rape threads dilana, Desh se gaddari karava Ta ja ke Pakistani randi ka baccha khalistani sikh kahava
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.61901736
Insult0.6675394
Profanity0.6242122
Threat0.53875744
Severe Toxicity0.68373036
Moderate 0.6544696 Low Con 0.144 Identity Attack Insult Threat Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I live in Brampton, it's the Indians that drive like crap, they are always on their phones and they do not obey the street laws at all, they break red lights, stop signs they speed …
I live in Brampton, it's the Indians that drive like crap, they are always on their phones and they do not obey the street laws at all, they break red lights, stop signs they speed in the snow, they park wherever they stop wherever they do not care.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.6051471
Profanity0.47435758
Threat0.032005094
Severe Toxicity0.16960317
Moderate 0.6544696 Constructive 0.501 Identity Attack Insult Identity_Assertion
Feb 24, 2026 Inside Canada's Indian Invasion...
This proves that a ‘tarded monkey can do math better than Trudeau
This proves that a ‘tarded monkey can do math better than Trudeau
Why Canadians Are Turning Against Immigrants. · 71: Cluster #70
Close reading → Discourse → Video sentiment →
Identity Attack0.13805299
Insult0.6991143
Profanity0.28249276
Threat0.008764107
Severe Toxicity0.03680043
Moderate 0.6544696 Low Con 0.137 Insult Policy_Critique
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
you got every thing right brother im a pensioner that moved to Colombia South America Canada is a shit hole Colombia is BAD but I like it bad. in Colombia they speak spanish and this …
you got every thing right brother im a pensioner that moved to Colombia South America Canada is a shit hole Colombia is BAD but I like it bad. in Colombia they speak spanish and this is all you hear in the the streets no Punjab no Chinese not losers taking advantage of the tax payers contribution
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.57566804
Profanity0.48510036
Threat0.012337137
Severe Toxicity0.17315048
Moderate 0.6544696 Constructive 0.557 Identity Attack Insult Comparative_Framing
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
please dont associate sikhs and indians together most indians that come to canada and especially in Brampton and Surrey BC they are khalistanis and indians DO NOT WANT KHALISTAN its is a wannab be a …
please dont associate sikhs and indians together most indians that come to canada and especially in Brampton and Surrey BC they are khalistanis and indians DO NOT WANT KHALISTAN its is a wannab be a terrorist group do not accosiate hindus and innocent sikhs with dirty kahlistanis
Inside Canada's Indian Invasion... · 50: Cluster #49
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.5739874
Profanity0.25275812
Threat0.04524883
Severe Toxicity0.18844056
Moderate 0.6544696 Moderate Con 0.419 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
@pwila pjeetpoopeater... His restard brownhole read and understood all the comments graping him and his mom etc...🤣but incoherent copy-paste bot illiterate couldn't form a sentence to reply fast so ran away 🤣 his greped brownhole …
@pwila pjeetpoopeater... His restard brownhole read and understood all the comments graping him and his mom etc...🤣but incoherent copy-paste bot illiterate couldn't form a sentence to reply fast so ran away 🤣 his greped brownhole will comeback after using chatgpt but I will never be here only my channel bio will be, as reply🤣 bots liking their own restarted comments with their alts asusual 😂 Not gonna visit this comment section again 🤮🤮🤮 it st!!!nks 👳🏿‍♂️🤡🖕🏻🤡🤮🤮 so disgusting showing their culture in comments 🖕🏻🤡🤮🤮🤮🤮pos resrards Restarteds can get reply from my channel bio though always.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.23467018
Insult0.6099415
Profanity0.4163752
Threat0.13498579
Severe Toxicity0.45293763
Moderate 0.6544696 Low Con 0.251 Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
Immigrants are scammers most of them
Immigrants are scammers most of them
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.57566804
Profanity0.33453682
Threat0.013010317
Severe Toxicity0.16960317
Moderate 0.6544696 Low Con 0.239 Identity Attack Insult Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
You voted for Liberals, even after ten years of them flooding immigrant into Canada. Stop voting Liberal Grow a Fking brain.
You voted for Liberals, even after ten years of them flooding immigrant into Canada. Stop voting Liberal Grow a Fking brain.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2854555
Insult0.6149945
Profanity0.5188411
Threat0.013372798
Severe Toxicity0.16960317
Moderate 0.6544696 Low Con 0.144 Insult Call_To_Action
Aug 25, 2025 Why Canadians Are Turning Against …
4:16 You don't have upper class Indians there , it's a myth that Indians are dirty
4:16 You don't have upper class Indians there , it's a myth that Indians are dirty
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.61901736
Insult0.5130944
Profanity0.33258784
Threat0.011922873
Severe Toxicity0.16960317
Moderate 0.6544696 Moderate Con 0.305 Identity Attack Insult Unverified_Claim
Feb 7, 2026 3 likes Inside Canada's Indian Invasion...
Indians are dope
Indians are dope
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6487889
Insult0.57566804
Profanity0.39409557
Threat0.02371728
Severe Toxicity0.23226175
Moderate 0.6544696 Moderate Con 0.365 Identity Attack Insult Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
High quality immigrants like that polish loser?
High quality immigrants like that polish loser?
Inside Canada's Indian Metropolis (Brampton) · 82: Cluster #81
Close reading → Discourse → Video sentiment →
Identity Attack0.37292135
Insult0.6798578
Profanity0.22213541
Threat0.008181547
Severe Toxicity0.023076924
Moderate 0.6544696 Low Con 0.239 Insult Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Thanks for Covering the BULLSHIT silent invasion of Canada man. I live in the west BC and its just as bad over here. None of the youth can get their 1st job and start working …
Thanks for Covering the BULLSHIT silent invasion of Canada man. I live in the west BC and its just as bad over here. None of the youth can get their 1st job and start working for thw first time because all new begginer entry lvl jobs are taken by all the east indians and other foriegm worker bs. It needs to change, something needs tohappen before it to late, tbh it already feels to late theyve been slowly but steady moving all of India/chyna over and taken over Canada. It feels very weird being a white person walking around your own country getting weird angry looks when you go to a specific area or neighborhood. Its just Wrong it shouldnt be like that. Dont come into our fucking country and try n turn it into your old shithole one, you Follow OUR COUNTRYs rules and laws. Smh. Canada so cooked. Love your work Tyler keep up to good stuff. Hope you enjoyed the way while you were here.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4482637
Insult0.5130944
Profanity0.5865656
Threat0.023889944
Severe Toxicity0.23225145
Moderate 0.6544696 Constructive 0.713 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Deport this ingrate immigrant
Deport this ingrate immigrant
Why Canadians Are Turning Against Immigrants. · 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.6106996
Insult0.57787937
Profanity0.27005023
Threat0.17964768
Severe Toxicity0.17926651
Moderate 0.6544696 Low Con 0.123 Identity Attack Insult Call_To_Action
Aug 25, 2025 Why Canadians Are Turning Against …
All Indian gods are demons.
All Indian gods are demons.
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.5130944
Profanity0.37052724
Threat0.04098356
Severe Toxicity0.232236
Moderate 0.6544696 Low Con 0.165 Identity Attack Insult Unverified_Claim
Feb 19, 2026 1 likes Inside Canada's Indian Invasion...
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for …
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for a long time until the new ppl started showing up. Aside from that these videos make ppl who lived here for generations also look bad. A sikh solider on 1 stamp and everyone started freaking out without knowing context. Everyday i see ppl blaming the action of 1 person on everyone, culture, and etc. I see ppl actively lying and many ppl actaully believing in jt. These ppl highlight only the bad as the biggest picture leaving out the actual story.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.40713623
Insult0.5270482
Profanity0.55356324
Threat0.045895394
Severe Toxicity0.35058254
Moderate 0.6544696 Constructive 0.59 Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
印拿大果然名不虚传， spiral out of control, another shit hole is in the making.
印拿大果然名不虚传， spiral out of control, another shit hole is in the making.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.27991617
Insult0.5130944
Profanity0.5865656
Threat0.012751401
Severe Toxicity0.13336399
Moderate 0.6544696 Low Con 0.174 Insult
Nov 28, 2025 Inside Canada's Indian Metropolis (Brampton)
its the same everywhere, here in Thailand people are sick of white people keep taking our land and jobs and not assimilated to local culture. So many white privileged scum coming here everyday...we might smile …
its the same everywhere, here in Thailand people are sick of white people keep taking our land and jobs and not assimilated to local culture. So many white privileged scum coming here everyday...we might smile at them but we hate them and many also do sex crime especially from UK and America.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6227552
Insult0.58196646
Profanity0.36902615
Threat0.03718498
Severe Toxicity0.16960317
Moderate 0.6544696 Constructive 0.536 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Shame on Indians 👎
Shame on Indians 👎
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6649212
Insult0.5130944
Profanity0.30690086
Threat0.071698055
Severe Toxicity0.35076234
Moderate 0.6544696 Low Con 0.224 Identity Attack Insult
Sep 30, 2025 2 likes IRCC Names India in Study …
EU just signed a deal with India to bring more Indians into Europe. Get ready Europe. Here comes the trash, poop, scams, perverts, bad driving, and ungodly smells.
EU just signed a deal with India to bring more Indians into Europe. Get ready Europe. Here comes the trash, poop, scams, perverts, bad driving, and ungodly smells.
Inside Canada's Indian Invasion... · 355: Cluster #354
Close reading → Discourse → Video sentiment →
Identity Attack0.55803186
Insult0.62169385
Profanity0.36302176
Threat0.014566151
Severe Toxicity0.16960317
Moderate 0.6544696 Low Con 0.152 Identity Attack Insult Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
The USA is not the greatest country on earth any more like it’s done it’s a fascist dictatorship where you get shot in the street for not liking a political party. You don’t have free …
The USA is not the greatest country on earth any more like it’s done it’s a fascist dictatorship where you get shot in the street for not liking a political party. You don’t have free healthcare. Your food is ridiculous. Your housing is ridiculous. You don’t have very good Medicaid or Medicare or social programs. Your countries are shit hole. It is not the greatest country on earth at all. Have you seen the best countries on earth? The USA is not in it.
Inside Canada's Indian Invasion... · 48: Cluster #47
Close reading → Discourse → Video sentiment →
Identity Attack0.49032792
Insult0.5739874
Profanity0.5188411
Threat0.18281023
Severe Toxicity0.2281948
Moderate 0.6544696 Moderate Con 0.362 Insult Comparative_Framing
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I'm getting more and more radicalised by this shit, it's all across europe and north America and eastern asia. I'm actually at the point where if an immigrant commits any crime, especially violent crime, just …
I'm getting more and more radicalised by this shit, it's all across europe and north America and eastern asia. I'm actually at the point where if an immigrant commits any crime, especially violent crime, just capital punishment them. Cheaper than deporting them, no risk of them returning unless god has abandoned us
Why Canadians Are Turning Against Immigrants. · 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.46614665
Insult0.4339631
Profanity0.64657205
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.6544696 Constructive 0.544 Fear_Threat
Dec 2, 2025 Why Canadians Are Turning Against …
That’s what the U S I going thru. Fake lying immigrant
That’s what the U S I going thru. Fake lying immigrant
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.6308392
Profanity0.19401662
Threat0.009540852
Severe Toxicity0.06011435
Moderate 0.6544696 Low Con 0.228 Identity Attack Insult Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
Canada has been drained by Hindu Indian’s, filthy Idols.✍🏻😎🇮🇱🇺🇸🇬🇧
Canada has been drained by Hindu Indian’s, filthy Idols.✍🏻😎🇮🇱🇺🇸🇬🇧
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6320481
Insult0.61794597
Profanity0.26628086
Threat0.029415153
Severe Toxicity0.21596274
Moderate 0.6544696 Low Con 0.222 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
peak shit bro
peak shit bro
Inside Canada's Indian Invasion... · 227: Cluster #226
Close reading → Discourse → Video sentiment →
Identity Attack0.017063495
Insult0.34392178
Profanity0.86331284
Threat0.008841781
Severe Toxicity0.1762085
Moderate 0.6544696 Moderate Con 0.397 Humor_Satire
Jan 29, 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.