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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
30,738 comments · Page 184 of 1230
They are stinks
They are stinks
Identity Attack0.055218685
Insult0.5130944
Profanity0.28938356
Threat0.007909686
Severe Toxicity0.023076924
Moderate 0.50759226 Moderate Con 0.341 Insult Identity_Assertion
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
Should have MASS DEPORTATIONS STARTING NOW GET EM OUT THEY ARE VERY ANNOYING 🙏🇬🇧🇮🇱🇦🇺🏴󠁧󠁢󠁥󠁮󠁧󠁿🇺🇸🇨🇮🇳🇿🏴󠁧󠁢󠁳󠁣󠁴󠁿🇯🇵🏴󠁧󠁢󠁷󠁬󠁳󠁿🇨🇦
Should have MASS DEPORTATIONS STARTING NOW GET EM OUT THEY ARE VERY ANNOYING 🙏🇬🇧🇮🇱🇦🇺🏴󠁧󠁢󠁥󠁮󠁧󠁿🇺🇸🇨🇮🇳🇿🏴󠁧󠁢󠁳󠁣󠁴󠁿🇯🇵🏴󠁧󠁢󠁷󠁬󠁳󠁿🇨🇦
Identity Attack0.46028158
Insult0.40243408
Profanity0.17101645
Threat0.28031203
Severe Toxicity0.14389864
Moderate 0.50759226 Moderate Con 0.422 Call_To_Action
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Its more yr own government to blame, good luck with taking khalistaan people. And also cant blame indians for taking advantage of someone ignorants and arrogance
Its more yr own government to blame, good luck with taking khalistaan people. And also cant blame indians for taking advantage of someone ignorants and arrogance
Identity Attack0.44690517
Insult0.5497792
Profanity0.1854088
Threat0.018192071
Severe Toxicity0.023076924
Moderate 0.50759226 Low Con 0.233 Insult Policy_Critique
Feb 28, 2026 Inside Canada's Indian Invasion...
They legit put up statues of Shiva and shit in Brapton? Looks like natural assimilation into the culture to me, I dunno what you're on about brother. Kumar is as Canadian as the rest of …
They legit put up statues of Shiva and shit in Brapton? Looks like natural assimilation into the culture to me, I dunno what you're on about brother. Kumar is as Canadian as the rest of us, eh?
Identity Attack0.28034934
Insult0.40243408
Profanity0.5365423
Threat0.010058682
Severe Toxicity0.02444411
Moderate 0.50759226 Constructive 0.506 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
disgusting....
disgusting....
Identity Attack0.0091384705
Insult0.5393265
Profanity0.11911256
Threat0.008272167
Severe Toxicity0.015802706
Moderate 0.50759226 Moderate Con 0.399 Insult
Sep 18, 2025 43 likes Inside Canada's Indian Metropolis (Brampton)
Complain when you start the problem not after when you can’t control it fools
Complain when you start the problem not after when you can’t control it fools
Identity Attack0.01191331
Insult0.5497792
Profanity0.25184435
Threat0.009463178
Severe Toxicity0.013478675
Moderate 0.50759226 Low Con 0.142 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Enough is enough, get the fraudulent and dishonest people out of Canada now!
Enough is enough, get the fraudulent and dishonest people out of Canada now!
Identity Attack0.293411
Insult0.5678696
Profanity0.045419596
Threat0.011508608
Severe Toxicity0.018191293
Moderate 0.50759226 Low Con 0.147 Insult
Oct 24, 2025 IRCC Names India in Study …
Terrible Canada Carney is a scam bag leader who is ruining my country with his imagination
Terrible Canada Carney is a scam bag leader who is ruining my country with his imagination
Identity Attack0.10221587
Insult0.5678696
Profanity0.15724123
Threat0.01086132
Severe Toxicity0.021419114
Moderate 0.50759226 Low Con 0.221 Insult
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
This migraine destroy Canada, indian corrupted people earn money by corruption and buying multiple houses in Canada this is the reason of house price crisis and house shortage .
This migraine destroy Canada, indian corrupted people earn money by corruption and buying multiple houses in Canada this is the reason of house price crisis and house shortage .
Identity Attack0.55044734
Insult0.46476576
Profanity0.08128801
Threat0.019746035
Severe Toxicity0.023411209
Moderate 0.50759226 Moderate Con 0.301 Identity Attack Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Finally, someone who has the balls to speak the truth. Thank you.
Finally, someone who has the balls to speak the truth. Thank you.
Identity Attack0.010729378
Insult0.31740165
Profanity0.43272525
Threat0.010110466
Severe Toxicity0.02296847
Moderate 0.50759226 Moderate Con 0.431
Aug 29, 2025 Why Canadians Are Turning Against …
0:51 that family froze to death
0:51 that family froze to death
Identity Attack0.11280017
Insult0.1823172
Profanity0.2661081
Threat0.48207104
Severe Toxicity0.16960317
Moderate 0.50759226 Moderate Con 0.338 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
As a Indian. All i wanna say. If white people hated india so much, Why did they colonized india and took soo much money ? Its so hypocritical.
As a Indian. All i wanna say. If white people hated india so much, Why did they colonized india and took soo much money ? Its so hypocritical.
Identity Attack0.5124616
Insult0.47384647
Profanity0.22643133
Threat0.012958534
Severe Toxicity0.023076924
Moderate 0.50759226 Moderate Con 0.44 Identity Attack Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
4:11 “they don’t seems to be eating poop” because they don’t, it’s just western media who shows Indian like this.
4:11 “they don’t seems to be eating poop” because they don’t, it’s just western media who shows Indian like this.
Identity Attack0.36702603
Insult0.31740165
Profanity0.4163752
Threat0.018192071
Severe Toxicity0.043077253
Moderate 0.50759226 Low Con 0.225 Unverified_Claim
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
World deserve more indians and more smelly trains at morning <3 <3 <3
World deserve more indians and more smelly trains at morning <3 <3 <3
Identity Attack0.5485698
Insult0.40420914
Profanity0.2600683
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.50759226 Moderate Con 0.333 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
When you speak up you a racist
When you speak up you a racist
Identity Attack0.32768643
Insult0.48228607
Profanity0.2395431
Threat0.010110466
Severe Toxicity0.023076924
Moderate 0.50759226 Low Con 0.263 Meta_Commentary
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Christian destroy every where like small tribes and captured land
Christian destroy every where like small tribes and captured land
Identity Attack0.56711763
Insult0.26957804
Profanity0.20375896
Threat0.13815513
Severe Toxicity0.07542343
Moderate 0.50759226 Low Con 0.228 Identity Attack Moral_Argument
Feb 16, 2026 3 likes Inside Canada's Indian Invasion...
The hatred for black people with the white guy on the bike is astonishing to me 😂
The hatred for black people with the white guy on the bike is astonishing to me 😂
Identity Attack0.56711763
Insult0.30326313
Profanity0.2263305
Threat0.019746035
Severe Toxicity0.024350211
Moderate 0.50759226 Low Con 0.288 Identity Attack Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
13:25 OMG WTFFF! Bro I LITERALLY live 7 min walk from there, I went to the school literally behind you 😭 went to that temple with school and my ret. friend SPAT on one of …
13:25 OMG WTFFF! Bro I LITERALLY live 7 min walk from there, I went to the school literally behind you 😭 went to that temple with school and my ret. friend SPAT on one of the statues 💀 Crazy that you were in my neighbourhood Hahahah (I’m turkish not indian), I could have given you some more insight Hahaha
Identity Attack0.22935481
Insult0.2817503
Profanity0.39409557
Threat0.04098356
Severe Toxicity0.16960317
Moderate 0.50759226 Constructive 0.615 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians dont feel racism in Brampton because they are the racists.
Indians dont feel racism in Brampton because they are the racists.
Identity Attack0.55044734
Insult0.43158367
Profanity0.1811049
Threat0.011172019
Severe Toxicity0.023129508
Moderate 0.50759226 Low Con 0.23 Identity Attack Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Listen to the white guy talking about working hard How did this all start because back in the early days white Canadians sat on their backside getting welfare because they didn’t want to work Trudeaus …
Listen to the white guy talking about working hard How did this all start because back in the early days white Canadians sat on their backside getting welfare because they didn’t want to work Trudeaus father would say back then how lazy the Canadians were they wouldn’t work but drink and take drugs My father would rent property to lazy white men that would pretend to be good people but were lazy lying nasty people so watch your words Blame the government don’t attack the people because you people were worse back in the early times
Identity Attack0.5124616
Insult0.5130944
Profanity0.12220735
Threat0.022853967
Severe Toxicity0.023176458
Moderate 0.50759226 Moderate Con 0.482 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
It's not lack of their skills, it's just lack of their attention 🤣 Attention is part of critical driving skill, but hey, they're indians - always excuses 💩
It's not lack of their skills, it's just lack of their attention 🤣 Attention is part of critical driving skill, but hey, they're indians - always excuses 💩
Identity Attack0.5485698
Insult0.4339631
Profanity0.29209393
Threat0.012751401
Severe Toxicity0.06225512
Moderate 0.50759226 Low Con 0.199 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Multiculturalism is a disease on society.
Multiculturalism is a disease on society.
Identity Attack0.5135796
Insult0.4125297
Profanity0.25184435
Threat0.013528148
Severe Toxicity0.023880709
Moderate 0.50759226 Low Con 0.184 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
White people crack down on sex offenders only to replace themselves with people that do not😂
White people crack down on sex offenders only to replace themselves with people that do not😂
Identity Attack0.5135796
Insult0.34392178
Profanity0.2687007
Threat0.051067904
Severe Toxicity0.02378681
Moderate 0.50759226 Low Con 0.163 Identity Attack Fear_Threat
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
Indians are not as bad as muslims or blacks. They don't stab you or blow you up, worst case scenario they will mow you down with a semi truck.
Indians are not as bad as muslims or blacks. They don't stab you or blow you up, worst case scenario they will mow you down with a semi truck.
Identity Attack0.57150364
Insult0.34782293
Profanity0.24341469
Threat0.49142194
Severe Toxicity0.12809667
Moderate 0.50759226 Low Con 0.188 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of these people pay taxes,almost everyone seen in the video works,and last I checked even blue collar workers pay taxes,from an uber eats driver to the nurse These people come here legally paying double and triple in fees,they're not illegal immigrants like many in USA The church was sold willingly for money and then the temple was built,all temples pay property taxes and were bought with money No one wants to talk about diploma mills willingly giving admissions to the students The people welcomed the youtuber with open arms,explained things,gave answers and a lot of food Some things need improvement I totally agree like Indians need to maintain cleanliness and integrate but overall what a piece of propaganda this video is,people in comments literally ignoring how welcoming the people were to this youtuber That guy is totally right,people don't really face racism irl Anyways I am glad people irl are not like people online,I love Canada and always will and I'm proud of how welcoming and open Canada is 🇨🇦❤️
Identity Attack0.24293575
Insult0.53014356
Profanity0.16496858
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.50759226 Constructive 0.817 Insult Policy_Critique
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
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.