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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 101 of 1230
I find the immigrants to be extremely RUDE and lazy! The kids are out of control a lot of the time. Our culture and traditions are ignored and a lot of immigrants get offended. I …
I find the immigrants to be extremely RUDE and lazy! The kids are out of control a lot of the time. Our culture and traditions are ignored and a lot of immigrants get offended. I am just SICK of seeing them get everything handed to them!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.6120431
Profanity0.15985115
Threat0.010395273
Severe Toxicity0.044870634
Moderate 0.63782936 Constructive 0.51 Identity Attack Insult Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I feel bad and disappointed to see 🇨🇦 and a true Canadian . Canada have been colonized by these fraud scam criminals . Bravo 👏👏👏 Liberal GOVT. for your hard work to import Harbour and …
I feel bad and disappointed to see 🇨🇦 and a true Canadian . Canada have been colonized by these fraud scam criminals . Bravo 👏👏👏 Liberal GOVT. for your hard work to import Harbour and destroy Canada for your political benefits. Shame on you, hypocrites politicians.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.2964622
Insult0.67254376
Profanity0.094542764
Threat0.013528148
Severe Toxicity0.023076924
Moderate 0.63782936 Moderate Con 0.399 Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Why does their god look half Ape… but ppl try to put this mess on Blacks … they are worshipping their lineage
Why does their god look half Ape… but ppl try to put this mess on Blacks … they are worshipping their lineage
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5130944
Profanity0.36230123
Threat0.02613456
Severe Toxicity0.19149859
Moderate 0.63782936 Low Con 0.195 Identity Attack Insult Unverified_Claim
Feb 19, 2026 Inside Canada's Indian Invasion...
Canada is truly turning into a third world shithole and it's all self inflicted. Yet it's not just broken immigration system and corrupted politicians but also the greedy educational institutions. And let's not forget the …
Canada is truly turning into a third world shithole and it's all self inflicted. Yet it's not just broken immigration system and corrupted politicians but also the greedy educational institutions. And let's not forget the main culprit behind this all this is the average ignorant Canadian who allowed this to happen in the first place without resisting.
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.49855098
Insult0.6261769
Profanity0.4370703
Threat0.010680079
Severe Toxicity0.13863131
Moderate 0.63782936 Moderate Con 0.438 Insult Policy_Critique
Jun 20, 2025 2 likes How Canada broke its immigration …
I felt for them Canadians, especially seeing that 19th century church being converted into a Caste-Hindu temple, no bad opinion about sikhs.. they r friendly people tortured by Caste-Hindus back in the 80's in india …
I felt for them Canadians, especially seeing that 19th century church being converted into a Caste-Hindu temple, no bad opinion about sikhs.. they r friendly people tortured by Caste-Hindus back in the 80's in india which lead to their mass migration for safety and Canadians helped them. Sikhs must responsibly protect Canadian values and their own community from Caste-Hindu menace especially because they openly support Imbeciles like Trump and Modi.
Inside Canada's Indian Metropolis (Brampton) · 50: Cluster #49
Close reading → Video sentiment →
Identity Attack0.50917345
Insult0.67735565
Profanity0.2666764
Threat0.01940071
Severe Toxicity0.02416241
Moderate 0.63782936 Constructive 0.735 Identity Attack Insult
Dec 20, 2025 Inside Canada's Indian Metropolis (Brampton)
This guy with the helmet is a fucking epic Chad
This guy with the helmet is a fucking epic Chad
Inside Canada's Indian Invasion... · 148: Cluster #147
Close reading → Discourse → Video sentiment →
Identity Attack0.028016793
Insult0.34135336
Profanity0.78491896
Threat0.008764107
Severe Toxicity0.053837523
Moderate 0.63782936 Low Con 0.251 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh fuck (Born and raised in Brampton 🤦🏻‍♂️)
Oh fuck (Born and raised in Brampton 🤦🏻‍♂️)
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.06567776
Insult0.25205973
Profanity0.8089582
Threat0.009799767
Severe Toxicity0.16960317
Moderate 0.6342749 Low Con 0.298 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Reality is that the whites got lost to the brainpower and hardwork of Indians . Thats the reson you see the CEOs of google and microsoft are from India. Keep crying loosers😂
Reality is that the whites got lost to the brainpower and hardwork of Indians . Thats the reson you see the CEOs of google and microsoft are from India. Keep crying loosers😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5698139
Insult0.5935568
Profanity0.33453682
Threat0.031314444
Severe Toxicity0.16960317
Moderate 0.6342749 Low Con 0.178 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
These indians go to canada and drive and make street dirty like its india- no respect at all. Also biggest scammer, i hope this traffickers get jailed
These indians go to canada and drive and make street dirty like its india- no respect at all. Also biggest scammer, i hope this traffickers get jailed
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.61901736
Insult0.5739874
Profanity0.24341469
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.6342749 Low Con 0.285 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
So the white guy on the bike thinks Africans have low IQ 😂..for guys who debate on what a woman is ? ..Africa is a continent with many countries grouping all Africans just because of …
So the white guy on the bike thinks Africans have low IQ 😂..for guys who debate on what a woman is ? ..Africa is a continent with many countries grouping all Africans just because of some misbehaving says a lot about his IQ.. Jeffrey Epstein is a white guy ..should i say all white people are human traffickers and pedophiles ?
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.5130944
Profanity0.33453682
Threat0.0824309
Severe Toxicity0.16960317
Moderate 0.6342749 Moderate Con 0.379 Identity Attack Insult Moral_Argument
Feb 21, 2026 Inside Canada's Indian Invasion...
Im sick of everything about these people. I hate their annoying voices,smells,and delusional idea of self-worth. Go back to your garbage pile and make it beautiful if you really are such a smart group of …
Im sick of everything about these people. I hate their annoying voices,smells,and delusional idea of self-worth. Go back to your garbage pile and make it beautiful if you really are such a smart group of people.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.61794597
Profanity0.29209393
Threat0.03373172
Severe Toxicity0.024678862
Moderate 0.6342749 Low Con 0.259 Insult
Oct 1, 2025 2 likes IRCC Names India in Study …
Bro, that accent and gentle voice when you were being smuggled, damn! XD
Bro, that accent and gentle voice when you were being smuggled, damn! XD
Inside Canada's Indian Invasion... · 178: Cluster #177
Close reading → Discourse → Video sentiment →
Identity Attack0.027614836
Insult0.34782293
Profanity0.64657205
Threat0.025443908
Severe Toxicity0.10702737
Moderate 0.6342749 Moderate Con 0.456 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Mark Carney and his liberal brain-dead twits are gonna call you racist.
Mark Carney and his liberal brain-dead twits are gonna call you racist.
Inside Canada's Indian Invasion... · 256: Cluster #255
Close reading → Discourse → Video sentiment →
Identity Attack0.3857254
Insult0.66500133
Profanity0.28593817
Threat0.029587816
Severe Toxicity0.048457388
Moderate 0.6342749 Low Con 0.119 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Make your khalistaan in Canada 🇨🇦 Khalistaanis are terrorists
Make your khalistaan in Canada 🇨🇦 Khalistaanis are terrorists
Inside Canada's Indian Invasion... · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.6778536
Insult0.6120431
Profanity0.36225098
Threat0.34804323
Severe Toxicity0.46947223
Moderate 0.6342749 Low Con 0.152 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Another fact if a skilled immigrant like a Doctor come to Canada under a skilled immigrant program , apply wait in home country and gets his PR before coming.. the doc need to show funds …
Another fact if a skilled immigrant like a Doctor come to Canada under a skilled immigrant program , apply wait in home country and gets his PR before coming.. the doc need to show funds to support him/her and the family. He/she gets shit from the Govt , the Doc has to spend his/her own money to get credentials recognized, go back to uni at own cost . While asylum seekers gets everything free doing shit all day.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2949366
Insult0.5130944
Profanity0.6242122
Threat0.010343489
Severe Toxicity0.052044146
Moderate 0.6342749 Constructive 0.501 Insult Policy_Critique
Feb 25, 2026 1 likes LILLEY UNLEASHED: The fall of …
curious question : Would Canada prefer more Muslims, Africans or Indians ?? pick your poison . 😂 . Your corrupt politicians have screwed over your country ...
curious question : Would Canada prefer more Muslims, Africans or Indians ?? pick your poison . 😂 . Your corrupt politicians have screwed over your country ...
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.6099415
Profanity0.26603898
Threat0.011819307
Severe Toxicity0.049354076
Moderate 0.6342749 Low Con 0.206 Identity Attack Insult Humor_Satire
Mar 1, 2026 Inside Canada's Indian Invasion...
I like how this comment section is a safe space for racist losers who drool over Tyler's dishonest videos...
I like how this comment section is a safe space for racist losers who drool over Tyler's dishonest videos...
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.18705739
Insult0.65129566
Profanity0.18786818
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.6342749 Low Con 0.229 Insult Meta_Commentary
Feb 16, 2026 14 likes Inside Canada's Indian Invasion...
THATS ALOT OF RAPIST IN ONE VIDEO
THATS ALOT OF RAPIST IN ONE VIDEO
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.19495805
Insult0.36709076
Profanity0.37923992
Threat0.29205206
Severe Toxicity0.23225488
Moderate 0.6342749 Low Con 0.153 Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Do Not Come To America. Go back to your sphit country and Raid your capital. No english, get outta here. Graduated from what?
Do Not Come To America. Go back to your sphit country and Raid your capital. No english, get outta here. Graduated from what?
Canada's tighter immigration policy divides the country • … · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.5075293
Insult0.5588244
Profanity0.46460027
Threat0.08856395
Severe Toxicity0.21290472
Moderate 0.6342749 Low Con 0.095 Identity Attack Insult Fear_Threat
Feb 11, 2026 Canada's tighter immigration policy divides …
Husband and I make 4 grand and our rent is 2200 for our 3 person family. Groceries, gas, everything is painstakingly expensive. I can't even give my kids what my dad could with less money, …
Husband and I make 4 grand and our rent is 2200 for our 3 person family. Groceries, gas, everything is painstakingly expensive. I can't even give my kids what my dad could with less money, 2 cars and a house. It's bullshit.
Why Canadians Are Turning Against Immigrants. · 148: Cluster #147
Close reading → Video sentiment →
Identity Attack0.008694496
Insult0.3388922
Profanity0.7246992
Threat0.0082074385
Severe Toxicity0.023692908
Moderate 0.6342749 Constructive 0.645
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
So we paid to bring g them here. Then paid to house and feed them. Now we are paying to send them home. This is moronic.
So we paid to bring g them here. Then paid to house and feed them. Now we are paying to send them home. This is moronic.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.6308392
Profanity0.36230123
Threat0.010990778
Severe Toxicity0.023076924
Moderate 0.6342749 Low Con 0.243 Insult Economic_Argument
Dec 31, 2025 Deportations From Canada at Their …
These so-called international students from India are all part of the scam they know what they're getting themselves into!!! they are all part of it. they never planned on studying to begin with. their scam …
These so-called international students from India are all part of the scam they know what they're getting themselves into!!! they are all part of it. they never planned on studying to begin with. their scam is to enter Canada on fraudulent student visas just to shamelessly claim asylum. So disgusting!!! these people all need to be deported back where they came from and where they belong!
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.6109131
Profanity0.17752954
Threat0.06755528
Severe Toxicity0.112294696
Moderate 0.6342749 Moderate Con 0.334 Identity Attack Insult Unverified_Claim
Sep 28, 2025 2 likes IRCC Names India in Study …
Trudeaus legacy right here. Modi laughing his ass off at lame woke easy to fool Canada. WOW! Robbed!
Trudeaus legacy right here. Modi laughing his ass off at lame woke easy to fool Canada. WOW! Robbed!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.5739874
Profanity0.43272525
Threat0.015947454
Severe Toxicity0.05473421
Moderate 0.6342749 Low Con 0.163 Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Liberal elbows up did all this sh!t to Canada there crazy immigration laws and to all the boomers you wanted this government
Liberal elbows up did all this sh!t to Canada there crazy immigration laws and to all the boomers you wanted this government
Why Canadians Are Turning Against Immigrants. · 105: Cluster #104
Close reading → Video sentiment →
Identity Attack0.2808415
Insult0.5208188
Profanity0.541926
Threat0.012854968
Severe Toxicity0.112294696
Moderate 0.6342749 Low Con 0.285 Insult
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Brampton is infested with right wing Hindutva fanatics ......terrorists, who call for burning down Sikh Gurdwaras . They are funded by India's BJP govt and by the RSS . What is most hilarious is that …
Brampton is infested with right wing Hindutva fanatics ......terrorists, who call for burning down Sikh Gurdwaras . They are funded by India's BJP govt and by the RSS . What is most hilarious is that they targeted Sikhs, and then got beaten to pulp , and cried victim .................just like their mentor and Idol , Israel !!!!!! Brampton is a RSS Hindu Right Wing ghetto
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.5739874
Profanity0.29984993
Threat0.3526302
Severe Toxicity0.35368225
Moderate 0.6342749 Low Con 0.265 Identity Attack Insult
Sep 20, 2025 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.