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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 116 of 1230
guy on bike... just looking at mirror..I think Your iq is lower than Africans... what's is your job? cleaner?😂..
guy on bike... just looking at mirror..I think Your iq is lower than Africans... what's is your job? cleaner?😂..
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.5423875
Profanity0.22663295
Threat0.027170537
Severe Toxicity0.16960317
Moderate 0.6027529 Low Con 0.258 Identity Attack Insult Humor_Satire
Feb 21, 2026 Inside Canada's Indian Invasion...
bro said all africas are bad people like what did i do😮‍💨
bro said all africas are bad people like what did i do😮‍💨
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.42567953
Profanity0.25093055
Threat0.045895394
Severe Toxicity0.16960317
Moderate 0.6027529 Low Con 0.281 Identity Attack Moral_Argument
Mar 1, 2026 Inside Canada's Indian Invasion...
Don't target all indians, they are all from feudal jatt, and upper caste prople penetrating your system through corrupt mindset.... In punjab these jatts have dalits as slave, they rape their women and kill if …
Don't target all indians, they are all from feudal jatt, and upper caste prople penetrating your system through corrupt mindset.... In punjab these jatts have dalits as slave, they rape their women and kill if we try to raise our voice
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.5739874
Profanity0.44366163
Threat0.511324
Severe Toxicity0.45895407
Moderate 0.6027529 Moderate Con 0.464 Identity Attack Insult Threat Fear_Threat
Feb 10, 2026 Inside Canada's Indian Invasion...
You are an dangerously racist Tyler!
You are an dangerously racist Tyler!
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.27914262
Insult0.6261769
Profanity0.19032755
Threat0.011819307
Severe Toxicity0.02444411
Moderate 0.6027529 Low Con 0.265 Insult Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Get these people the hell out of our countries
Get these people the hell out of our countries
Inside Canada's Indian Invasion... · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.46476576
Profanity0.45706853
Threat0.17016006
Severe Toxicity0.16496792
Moderate 0.6027529 Low Con 0.228 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
This is genuinely crap to see and it's happening in more places than you know. Very sad.
This is genuinely crap to see and it's happening in more places than you know. Very sad.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.013345404
Insult0.4339631
Profanity0.5722072
Threat0.008168601
Severe Toxicity0.023076924
Moderate 0.6027529 Constructive 0.535 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Dude on the bike look like a down syndrome dude but talking about others IQ is insane😂😂😂😂😂
Dude on the bike look like a down syndrome dude but talking about others IQ is insane😂😂😂😂😂
Inside Canada's Indian Invasion... · 303: Cluster #302
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.5543018
Profanity0.29053202
Threat0.011793415
Severe Toxicity0.11756202
Moderate 0.6027529 Low Con 0.19 Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Don't feel bad for we Californians feel the same towards the Indians here. They drive like MANIACS.
Don't feel bad for we Californians feel the same towards the Indians here. They drive like MANIACS.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.6109131
Profanity0.23857519
Threat0.010058682
Severe Toxicity0.0394905
Moderate 0.6027529 Moderate Con 0.429 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
The bike dude made me remember a manager from a big bread company I used to work for when I first arrived in Canada. The Indian dude was not stupid, just too lazy to use …
The bike dude made me remember a manager from a big bread company I used to work for when I first arrived in Canada. The Indian dude was not stupid, just too lazy to use their brain.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.65865606
Profanity0.32299677
Threat0.009437286
Severe Toxicity0.023076924
Moderate 0.6027529 Moderate Con 0.472 Insult Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
India is like a plague
India is like a plague
Inside Canada's Indian Invasion... · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5130944
Profanity0.30161268
Threat0.03787563
Severe Toxicity0.21290472
Moderate 0.6027529 Moderate Con 0.321 Identity Attack Insult Fear_Threat
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
"The government" is just code for "we're going to genocide you and steal everything you have and laugh at you while calling you a bigot"
"The government" is just code for "we're going to genocide you and steal everything you have and laugh at you while calling you a bigot"
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.18235919
Insult0.42367843
Profanity0.22792831
Threat0.5940531
Severe Toxicity0.19761463
Moderate 0.6027529 Low Con 0.22 Threat Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I have an Indian baby moma….broh screw India .. let’s go U.S
I have an Indian baby moma….broh screw India .. let’s go U.S
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5498214
Insult0.45135358
Profanity0.46222726
Threat0.1284288
Severe Toxicity0.25624833
Moderate 0.6027529 Moderate Con 0.375 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian and yt people deserve each other. Both are entitled, arrogant, greedy, and unreasonable.
Indian and yt people deserve each other. Both are entitled, arrogant, greedy, and unreasonable.
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.458714
Insult0.6149945
Profanity0.2664882
Threat0.032695748
Severe Toxicity0.051147457
Moderate 0.6027529 Low Con 0.226 Insult Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
NEVER EVER TRUST an Indian! Over here in the U.S., they abused the H-1B work visas!!! Trump just tagged a $100,000 on all H-1B VISA!! 🎉🎉🎉
NEVER EVER TRUST an Indian! Over here in the U.S., they abused the H-1B work visas!!! Trump just tagged a $100,000 on all H-1B VISA!! 🎉🎉🎉
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6106996
Insult0.38406035
Profanity0.2188925
Threat0.058503386
Severe Toxicity0.19149859
Moderate 0.6027529 Moderate Con 0.352 Identity Attack
Sep 30, 2025 2 likes IRCC Names India in Study …
They need to go back., immigrants need to quit running from their native born lands problems., stay and fight and make a change, or die trying… don’t migrate to other countries and ruin them like …
They need to go back., immigrants need to quit running from their native born lands problems., stay and fight and make a change, or die trying… don’t migrate to other countries and ruin them like you ruined your own country…. Or roach out and run… like a coward…. I look at all immigrants as cowards…. I’ll die fighting for change in my country…. There all cowards. Being a coward is one of the absolute worst things to be labeled in life….
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4931391
Insult0.6308392
Profanity0.1612468
Threat0.06205949
Severe Toxicity0.024960563
Moderate 0.6027529 Moderate Con 0.37 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
TYLER why you are so much RACIST and hate INDIA 🇮🇳 why you don't go to MINNESOTA US and report about Illegal SOMALI IMMIGRANTS you don't have guts to come infront of ILHAN OMAR and …
TYLER why you are so much RACIST and hate INDIA 🇮🇳 why you don't go to MINNESOTA US and report about Illegal SOMALI IMMIGRANTS you don't have guts to come infront of ILHAN OMAR and Deported her
Inside Canada's Indian Invasion... · 390: Cluster #389
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.2337357
Threat0.100830056
Severe Toxicity0.27908814
Moderate 0.6027529 Moderate Con 0.409 Identity Attack Insult Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Canadian government is to blame. None of PM are able to manage the country well, and it is deteriorated year by year, including cost of living, medical system, and infrastructures. Foreign policies are basically non-existent …
Canadian government is to blame. None of PM are able to manage the country well, and it is deteriorated year by year, including cost of living, medical system, and infrastructures. Foreign policies are basically non-existent to help the growth of the country instead support the stupid moves.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.65129566
Profanity0.2258264
Threat0.008349842
Severe Toxicity0.016964722
Moderate 0.6027529 Moderate Con 0.33 Insult Policy_Critique
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
To all those f0000ls who say that Indians are very polite, I would like to say that, they are polite until they are a minority and once they are majority, you will be tortured if …
To all those f0000ls who say that Indians are very polite, I would like to say that, they are polite until they are a minority and once they are majority, you will be tortured if you are not a Hindu.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.54525656
Profanity0.4840093
Threat0.44185185
Severe Toxicity0.35148153
Moderate 0.6027529 Moderate Con 0.409 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
they are doing the same all over the world. america is not the greatest country. all the colonies of britain are screwed
they are doing the same all over the world. america is not the greatest country. all the colonies of britain are screwed
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.45348886
Insult0.563347
Profanity0.46460027
Threat0.009929225
Severe Toxicity0.052940834
Moderate 0.6027529 Low Con 0.257 Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Shitting on immigrants when the economy takes a hit, it’s as old as the rosetta stone unfortunately.
Shitting on immigrants when the economy takes a hit, it’s as old as the rosetta stone unfortunately.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.43896464
Insult0.4378843
Profanity0.6001929
Threat0.030969119
Severe Toxicity0.08332442
Moderate 0.6027529 Low Con 0.246 Moral_Argument
Nov 24, 2025 Quebec Ends Economic Immigration Program …
DISGUSTING Liberals and their treasonous policies strike again! There is NOTHING that has destroyed this country (not unified it) more than EVERY SINGLE LIBERAL POLICY! There's never been a SINGLE Liberal policy to date that …
DISGUSTING Liberals and their treasonous policies strike again! There is NOTHING that has destroyed this country (not unified it) more than EVERY SINGLE LIBERAL POLICY! There's never been a SINGLE Liberal policy to date that has ACTUALLY made Canada better in any way/shape/form! They all need to be charged for treason, tried for treason, and sentenced for treason. They have killed hundreds of thousands of Canadians with their policies, and it's nothing short of a modern-day genocide: gun deaths, crime deaths, narcotic overdose deaths, vaccine mandates, fentanyl deaths, homelessness death by cold/weather, massive fires from church burnings, and mental health & suicide rates are ALL through the ROOF under the liberals! So, these Liberals can all go to hell where they came from. They are a death cult.
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.36702603
Insult0.6261769
Profanity0.13961408
Threat0.2566701
Severe Toxicity0.056527592
Moderate 0.6027529 Moderate Con 0.368 Insult
Oct 6, 2025 IRCC Names India in Study …
What the hell is that tuk tuk doing on the highway? Are you suicidal?
What the hell is that tuk tuk doing on the highway? Are you suicidal?
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.04023018
Insult0.36798462
Profanity0.4989438
Threat0.3481519
Severe Toxicity0.16960317
Moderate 0.6027529 Low Con 0.235
Jan 27, 2026 Inside Canada's Indian Invasion...
Soon they will have a bunch of call scam centers. Good by Canada, you will become a waste and a trash can now.
Soon they will have a bunch of call scam centers. Good by Canada, you will become a waste and a trash can now.
Inside Canada's Indian Invasion... · 89: Cluster #88
Close reading → Discourse → Video sentiment →
Identity Attack0.19100772
Insult0.65129566
Profanity0.14578357
Threat0.011379151
Severe Toxicity0.023076924
Moderate 0.6027529 Low Con 0.139 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada's No 1 racist is Justin Trudeau!
Canada's No 1 racist is Justin Trudeau!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.61794597
Profanity0.09486605
Threat0.010110466
Severe Toxicity0.023317307
Moderate 0.6027529 Low Con 0.148 Insult Identity_Assertion
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
T H I R D W O R L D A P E M A N N E R I S M 🙈 🙉 🙊 💩
T H I R D W O R L D A P E M A N N E R I S M 🙈 🙉 🙊 💩
Inside Canada's Indian Invasion... · 69: Cluster #68
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.5130944
Profanity0.45706853
Threat0.13785169
Severe Toxicity0.45895407
Moderate 0.60254884 Low Con 0.215 Identity Attack Insult Unverified_Claim
Jan 27, 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.