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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 242 of 1230
7:27 labour? They’re literally the laziest group of immigrants I’ve ever seen in Canada and it’s not even close.
7:27 labour? They’re literally the laziest group of immigrants I’ve ever seen in Canada and it’s not even close.
Inside Canada's Indian Metropolis (Brampton) · 71: Cluster #70
Close reading → Discourse → Video sentiment →
Identity Attack0.41975367
Insult0.4710501
Profanity0.06646215
Threat0.008531082
Severe Toxicity0.016254602
Moderate 0.44573322 Moderate Con 0.352 Unverified_Claim
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
so they actually think indians eat poo in india?
so they actually think indians eat poo in india?
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.4508763
Insult0.3388922
Profanity0.36230123
Threat0.010058682
Severe Toxicity0.023076924
Moderate 0.44573322 Low Con 0.173 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
And these immagrants take over gas stations , fast food restaurants, k-stores, and what pisses me off is they wont hire any other culture. Our government is destroying this country just with immagration alone. Stop …
And these immagrants take over gas stations , fast food restaurants, k-stores, and what pisses me off is they wont hire any other culture. Our government is destroying this country just with immagration alone. Stop immagration and start deporting.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.48915586
Insult0.36365277
Profanity0.21024476
Threat0.0287245
Severe Toxicity0.023076924
Moderate 0.44573322 Moderate Con 0.429
Aug 27, 2025 Why Canadians Are Turning Against …
She trying hard so hard to look tough but looking clowny with temper of 5 year old! 😂
She trying hard so hard to look tough but looking clowny with temper of 5 year old! 😂
IRCC Names India in Study Permit Fraud | … · 131: Cluster #130
Close reading → Video sentiment →
Identity Attack0.014249804
Insult0.489133
Profanity0.14930901
Threat0.008789998
Severe Toxicity0.013285006
Moderate 0.44573322 Low Con 0.26
Sep 30, 2025 IRCC Names India in Study …
6 million more Canadians in 10 years has ruined our country
6 million more Canadians in 10 years has ruined our country
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.5039629
Insult0.3388922
Profanity0.049177196
Threat0.05753354
Severe Toxicity0.023076924
Moderate 0.44573322 Moderate Con 0.317 Identity Attack Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Bike guy just racist bro
Bike guy just racist bro
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.33675182
Insult0.4125297
Profanity0.22321637
Threat0.011767523
Severe Toxicity0.023076924
Moderate 0.44573322 Low Con 0.267 Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
If the indians don’t want to live here then LEAVE we don’t want you here either
If the indians don’t want to live here then LEAVE we don’t want you here either
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5075293
Insult0.24835461
Profanity0.12815644
Threat0.04132889
Severe Toxicity0.02444411
Moderate 0.44393396 Low Con 0.2 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I see whyte Canadians yes the same ones who complaining treat these indians with more respect than they do black Canadians, they would rather employ a indian than a black Canadian.
I see whyte Canadians yes the same ones who complaining treat these indians with more respect than they do black Canadians, they would rather employ a indian than a black Canadian.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.30326313
Profanity0.07611542
Threat0.007832011
Severe Toxicity0.02077355
Moderate 0.44393396 Moderate Con 0.393 Identity Attack
Aug 25, 2025 Why Canadians Are Turning Against …
@Tyleroliveira you got to see all of canada its all this bad winnipeg MB is also really bad no workers are white
@Tyleroliveira you got to see all of canada its all this bad winnipeg MB is also really bad no workers are white
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5124616
Insult0.3388922
Profanity0.096805766
Threat0.010576514
Severe Toxicity0.023076924
Moderate 0.44393396 Moderate Con 0.341 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
Can white people have somewhere to live amongst themselves? Please?
Can white people have somewhere to live amongst themselves? Please?
Inside Canada's Indian Metropolis (Brampton) · 55: Cluster #54
Close reading → Discourse → Video sentiment →
Identity Attack0.5051609
Insult0.24928534
Profanity0.14754629
Threat0.046218675
Severe Toxicity0.023692908
Moderate 0.44393396 Low Con 0.289 Identity Attack Identity_Assertion
Oct 4, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Bury them. How can you come so unprepared? Gtfo
Bury them. How can you come so unprepared? Gtfo
IRCC Names India in Study Permit Fraud | … · 33: Cluster #32
Close reading → Discourse → Video sentiment →
Identity Attack0.033527173
Insult0.3393024
Profanity0.33453682
Threat0.4467921
Severe Toxicity0.02449106
Moderate 0.44393396 Low Con 0.223 Fear_Threat
Sep 30, 2025 IRCC Names India in Study …
Who on earth wants to import a bunch of people that crap in rivers and on streets, chew up the housing supply, drive up the cost of living and have absolutely positively Zero civic sense? …
Who on earth wants to import a bunch of people that crap in rivers and on streets, chew up the housing supply, drive up the cost of living and have absolutely positively Zero civic sense? I don't. Most don't. Import the third world become the third world.
Why Canadians Are Turning Against Immigrants. · 9: Cluster #8
Close reading → Video sentiment →
Identity Attack0.24462871
Insult0.4196762
Profanity0.36602396
Threat0.010291707
Severe Toxicity0.023076924
Moderate 0.44393396 Moderate Con 0.39
Nov 28, 2025 Why Canadians Are Turning Against …
Why did you label this video as "Canada's Indian metropolis", name it as "Canada's Sikh metropolis", I am from Northeast India and I share no similarities to them, neither in looks nor religion. Pakistan also …
Why did you label this video as "Canada's Indian metropolis", name it as "Canada's Sikh metropolis", I am from Northeast India and I share no similarities to them, neither in looks nor religion. Pakistan also has a significant population of sikhs and they also migrate to canada. So call them what they are, one spoiled state in India does not represent us and the whole of India and these runaway cowards certainly dont represent me.
Inside Canada's Indian Metropolis (Brampton) · 50: Cluster #49
Close reading → Discourse → Video sentiment →
Identity Attack0.38215697
Insult0.48313886
Profanity0.09066332
Threat0.009644418
Severe Toxicity0.016512826
Moderate 0.44393396 Constructive 0.598 Identity_Assertion
Dec 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada please be very careful... with the wave of Indians, especially the privileged-class (aka higher-caste) groups, arriving with their religious and ideological trash baggage. Not only will they destroy communal harmony in your country, they …
Canada please be very careful... with the wave of Indians, especially the privileged-class (aka higher-caste) groups, arriving with their religious and ideological trash baggage. Not only will they destroy communal harmony in your country, they will use the Canadian $$ to economically destabilize the society in the home country. Hope their children get a good and liberal education and are not spoiled by home-grown bigotry, supremacist and caste-ist brainwashing. These double-speaking cohorts operate pretty much as clandestine as communal white racist groups, essentially playing the same game from an older brown playbook. 🙏
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4887047
Insult0.46327567
Profanity0.08775374
Threat0.013476364
Severe Toxicity0.023076924
Moderate 0.44393396 Moderate Con 0.463 Fear_Threat
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
14:50… every religion is equal.. hahaha not in India.. christians are persecuted, Islam is no no Hinduism is imposed and there are only few places with free food… otherwise we wouldn’t have beggars in India…
14:50… every religion is equal.. hahaha not in India.. christians are persecuted, Islam is no no Hinduism is imposed and there are only few places with free food… otherwise we wouldn’t have beggars in India…
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5039629
Insult0.35161978
Profanity0.11168506
Threat0.02440793
Severe Toxicity0.023076924
Moderate 0.44393396 Moderate Con 0.415 Identity Attack
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It is funny when rednecks immigrants complaining about non-redneck immigrants 😂😂😂
It is funny when rednecks immigrants complaining about non-redneck immigrants 😂😂😂
Inside Canada's Indian Metropolis (Brampton) · 11: Cluster #10
Close reading → Video sentiment →
Identity Attack0.50515604
Insult0.36021477
Profanity0.119731516
Threat0.009566744
Severe Toxicity0.023076924
Moderate 0.44393396 Low Con 0.198 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
And all thanks to Trudeau! 👏👏👏 Btw any apologies for the illegal use of the emergency measure act? Anything? 🤷‍♂️ Anything from the dirtbag liberal MPs who are still in cabinet? 🖕
And all thanks to Trudeau! 👏👏👏 Btw any apologies for the illegal use of the emergency measure act? Anything? 🤷‍♂️ Anything from the dirtbag liberal MPs who are still in cabinet? 🖕
Canadian immigration officers investigating hundreds identified by extortion … · 71: Cluster #70
Close reading → Discourse → Video sentiment →
Identity Attack0.04435511
Insult0.48675314
Profanity0.22562476
Threat0.00713294
Severe Toxicity0.016577384
Moderate 0.44393396 Low Con 0.256 Policy_Critique
Feb 19, 2026 Canadian immigration officers investigating hundreds …
The immigration minister has a clear conflict of interest....given that her family is one of the east coast's largest landlords.....AND THAT'S WHY SHE SWUNG THE DOORS OPEN TO MASS IMMIGRATION, THE TFW PROGRAM AND TO …
The immigration minister has a clear conflict of interest....given that her family is one of the east coast's largest landlords.....AND THAT'S WHY SHE SWUNG THE DOORS OPEN TO MASS IMMIGRATION, THE TFW PROGRAM AND TO INTERNATIONAL STUDENTS! She, like many others in our corrupt liberal gov't.....ARE FILLING THEIR OWN POCKETS while Canada's identity and culture are destroyed. SHE NEEDS TO BE FIRED FOR SELFISH SELF-INTEREST, CORRUPTION AND TREASON!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.48569724
Profanity0.028913507
Threat0.054947287
Severe Toxicity0.01683561
Moderate 0.44393396 Moderate Con 0.404 Policy_Critique
Feb 26, 2026 20 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
As much as you hate scammers it’s crazy the things you promote 🤣
As much as you hate scammers it’s crazy the things you promote 🤣
Inside Canada's Indian Invasion... · 32: Cluster #31
Close reading → Discourse → Video sentiment →
Identity Attack0.04538634
Insult0.4196762
Profanity0.18909787
Threat0.0097738765
Severe Toxicity0.016641939
Moderate 0.44393396 Low Con 0.188 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
YouTube keeping this racist video on here is really disturbing
YouTube keeping this racist video on here is really disturbing
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Video sentiment →
Identity Attack0.27682206
Insult0.24928534
Profanity0.18663849
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.44393396 Low Con 0.275
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
It's infuriating and heartbreaking watching my hometown of Surrey British Columbia be totally taken over with not one ounce of respect or common courtesy for our land and its people 🤬the immigrants keep to themselves …
It's infuriating and heartbreaking watching my hometown of Surrey British Columbia be totally taken over with not one ounce of respect or common courtesy for our land and its people 🤬the immigrants keep to themselves only hire family and friends refuse to learn the language the whole culture is Superior and exclusive but we're look down on if Canadians speak up‼️they might as well be spitting in our faces😢🤬P.S to anyone in the comments don't gave me the bull€hit Europeans and natives scenario that was years ago does not affect anyone living today and why would you want the same evils put on Canadian citizens now 🤦‍♀️😬
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.4196762
Profanity0.27342406
Threat0.036149003
Severe Toxicity0.040387187
Moderate 0.44393396 Constructive 0.614
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
White don’t like brown skin
White don’t like brown skin
Inside Canada's Indian Invasion... · 30: Cluster #29
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.18728738
Profanity0.14578357
Threat0.010550622
Severe Toxicity0.023076924
Moderate 0.44393396 Low Con 0.238 Identity Attack Identity_Assertion
Feb 24, 2026 Inside Canada's Indian Invasion...
Jeets are so gross
Jeets are so gross
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.27991617
Insult0.4339631
Profanity0.2963245
Threat0.016292779
Severe Toxicity0.023927659
Moderate 0.44393396 Low Con 0.251 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
We need Canada version of ICE. These thugs doing extortion deserve to be deported.
We need Canada version of ICE. These thugs doing extortion deserve to be deported.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.18546575
Insult0.48627716
Profanity0.09260304
Threat0.13717735
Severe Toxicity0.017674843
Moderate 0.44393396 Low Con 0.203 Call_To_Action
Feb 18, 2026 9 likes Canadian immigration officers investigating hundreds …
This is disgusting act like it’s not a big deal they don’t realize how much of a big deal it is for the taxpayers you know the people that are supporting these illegals…… While our …
This is disgusting act like it’s not a big deal they don’t realize how much of a big deal it is for the taxpayers you know the people that are supporting these illegals…… While our homeless population is growing in numbers, and a family cannot afford to put food on their table, but let’s give it to the immigrants so they can exploit this beautiful country
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.4596616
Profanity0.096805766
Threat0.010887212
Severe Toxicity0.019095084
Moderate 0.44393396 Moderate Con 0.417
Sep 29, 2025 IRCC Names India in Study …
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.