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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
Active: Tox: 0.5 – 1 4,704 comments · Page 167 of 189
It's a two headed monster - on the right, corporate property conglomerates have QUADRUPLED RENTS IN 20 years! on the left - CLOWNS have stopped having children because they hate themselves, and they welcome in …
It's a two headed monster - on the right, corporate property conglomerates have QUADRUPLED RENTS IN 20 years! on the left - CLOWNS have stopped having children because they hate themselves, and they welcome in invaders from other countries that are already overpopulated. The West is done until this two-headed snake is stopped, and in some countries, like Canada, it's probably already too late. Too bad, Canada used to have the hottest women.
Why Canadians Are Turning Against Immigrants. · 61: Cluster #60
Close reading → Discourse → Video sentiment →
Identity Attack0.2781757
Insult0.5723624
Profanity0.18417911
Threat0.010602405
Severe Toxicity0.023076924
Moderate 0.52007306 Low Con 0.279 Insult Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
Indians are the raciest people
Indians are the raciest people
Inside Canada's Indian Invasion... · 87: Cluster #86
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.4196762
Profanity0.22792831
Threat0.01187109
Severe Toxicity0.13073033
Moderate 0.52007306 Low Con 0.193 Identity Attack Identity_Assertion
Feb 22, 2026 Inside Canada's Indian Invasion...
As a Indian born citizen of The USA. I love my country The United States of America. I support this content expose them Indians who are ungrateful and rape there country God bless The USA …
As a Indian born citizen of The USA. I love my country The United States of America. I support this content expose them Indians who are ungrateful and rape there country God bless The USA and Nothern Usa aka Canada.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.56711763
Insult0.43450394
Profanity0.33453682
Threat0.44942492
Severe Toxicity0.3247677
Moderate 0.52007306 Constructive 0.505 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Because the Canadian politicians are in on the scam. They are all Sector 7 Pakistani Scammers.
Because the Canadian politicians are in on the scam. They are all Sector 7 Pakistani Scammers.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48990932
Insult0.54471385
Profanity0.1110661
Threat0.009023022
Severe Toxicity0.023076924
Moderate 0.52007306 Low Con 0.116 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Liberals ruined this country. No going back folks and we can thank Trudeau and his special interest groups. We are focked.
Liberals ruined this country. No going back folks and we can thank Trudeau and his special interest groups. We are focked.
New rules, regulations take effect across Canada · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.20680901
Insult0.4710501
Profanity0.46460027
Threat0.012181788
Severe Toxicity0.023364257
Moderate 0.52007306 Low Con 0.269 Policy_Critique
Jan 6, 2026 2 likes New rules, regulations take effect …
The guy who said Motherland Punjab not india is a person in right mind as no person in his right mind will say Motherland India except 1 billion poop eating cultist.😂
The guy who said Motherland Punjab not india is a person in right mind as no person in his right mind will say Motherland India except 1 billion poop eating cultist.😂
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5015486
Profanity0.42990944
Threat0.09929679
Severe Toxicity0.2281948
Moderate 0.52007306 Low Con 0.233 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
they’re legally here canadian government allows it why do you care ? can’t hide the fact ur a racist
they’re legally here canadian government allows it why do you care ? can’t hide the fact ur a racist
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2823795
Insult0.5177041
Profanity0.11168506
Threat0.008841781
Severe Toxicity0.023076924
Moderate 0.52007306 Low Con 0.192 Insult Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
White liberal Socialist women and soy boy men are the problem not Muslim men who can take total control of the country and put these low lives in their place.
White liberal Socialist women and soy boy men are the problem not Muslim men who can take total control of the country and put these low lives in their place.
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.46173862
Profanity0.20016506
Threat0.03304107
Severe Toxicity0.0394905
Moderate 0.52007306 Low Con 0.198 Identity Attack Fear_Threat
Feb 13, 2026 1 likes Canada's tighter immigration policy divides …
She's incompetent and a DEI,perfect Liberal MP!
She's incompetent and a DEI,perfect Liberal MP!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.058856625
Insult0.6149945
Profanity0.10549548
Threat0.00823333
Severe Toxicity0.016190045
Moderate 0.52007306 Low Con 0.206 Insult Policy_Critique
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
I am tired of seeing these douchbags in PG BC 🇨🇦
I am tired of seeing these douchbags in PG BC 🇨🇦
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.21668483
Insult0.5270482
Profanity0.39409557
Threat0.011456826
Severe Toxicity0.052940834
Moderate 0.52007306 Moderate Con 0.331 Insult
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.36798462
Profanity0.39409557
Threat0.019918699
Severe Toxicity0.0912254
Moderate 0.51980776 Constructive 0.569 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I hate them
I hate them
Inside Canada's Indian Invasion... · 369: Cluster #368
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.26957804
Profanity0.29209393
Threat0.04029291
Severe Toxicity0.023076924
Moderate 0.51980776 Moderate Con 0.4 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That is why Indians should be deported. They always say their country is the greatest, so sent them back to their great country.
That is why Indians should be deported. They always say their country is the greatest, so sent them back to their great country.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.34203702
Profanity0.1765991
Threat0.114629425
Severe Toxicity0.13599765
Moderate 0.51980776 Low Con 0.175 Identity Attack Identity_Assertion
Sep 30, 2025 IRCC Names India in Study …
Disgusting , this new india. Soon canada will became 3rd world, there's no reason to move here.
Disgusting , this new india. Soon canada will became 3rd world, there's no reason to move here.
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.5130944
Profanity0.08807703
Threat0.009385503
Severe Toxicity0.023076924
Moderate 0.51980776 Low Con 0.256 Insult
Sep 29, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
if you are white and this doesn't make your blood boil, you need psychiatric help.
if you are white and this doesn't make your blood boil, you need psychiatric help.
Inside Canada's Indian Metropolis (Brampton) · 30: Cluster #29
Close reading → Video sentiment →
Identity Attack0.5498214
Insult0.42743355
Profanity0.2263305
Threat0.060443077
Severe Toxicity0.024772761
Moderate 0.51980776 Low Con 0.201 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Unlike her, my/others concern is that it doesn't ramp up and a 'don't let the door hit you in the ass on your way out' clause for temp foreign workers should be added to that …
Unlike her, my/others concern is that it doesn't ramp up and a 'don't let the door hit you in the ass on your way out' clause for temp foreign workers should be added to that bill. 80 million though, apparently they're sending them back in 1st class.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.12440576
Insult0.40189892
Profanity0.47435758
Threat0.12076248
Severe Toxicity0.02373986
Moderate 0.51980776 Constructive 0.695
Dec 28, 2025 Deportations From Canada at Their …
I get just under $1,800. A month pension & these lowlife imigrants get that in a week, ALL COMMUNIST LIBERALS FAULT, KICK OUT LOWLIFE LIBERALS & MIGRANTS
I get just under $1,800. A month pension & these lowlife imigrants get that in a week, ALL COMMUNIST LIBERALS FAULT, KICK OUT LOWLIFE LIBERALS & MIGRANTS
Why Canadians Are Turning Against Immigrants. · 32: Cluster #31
Close reading → Video sentiment →
Identity Attack0.50588524
Insult0.46774593
Profanity0.12639372
Threat0.44185185
Severe Toxicity0.16960317
Moderate 0.51980776 Low Con 0.298 Identity Attack
Sep 9, 2025 Why Canadians Are Turning Against …
ONCE THEY BUILD A TEMPLE ITS OVER !!! FROM SURREY BC !!!!!!!!!! 🥵🤡🥵🤡 👳🏾‍♂️ 👳🏾‍♂️ extortionists / scam artists
ONCE THEY BUILD A TEMPLE ITS OVER !!! FROM SURREY BC !!!!!!!!!! 🥵🤡🥵🤡 👳🏾‍♂️ 👳🏾‍♂️ extortionists / scam artists
Inside Canada's Indian Invasion... · 141: Cluster #140
Close reading → Discourse → Video sentiment →
Identity Attack0.27759558
Insult0.48675314
Profanity0.18786818
Threat0.051067904
Severe Toxicity0.042180564
Moderate 0.51980776 Low Con 0.135 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Illegal Junk is destroying Canada
Illegal Junk is destroying Canada
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.45610145
Insult0.5130944
Profanity0.22562476
Threat0.027170537
Severe Toxicity0.02378681
Moderate 0.51980776 Low Con 0.221 Insult
Sep 19, 2025 18 likes Inside Canada's Indian Metropolis (Brampton)
4:51 "im as racist as the next guy.." hahah 😂😂😂
4:51 "im as racist as the next guy.." hahah 😂😂😂
Inside Canada's Indian Invasion... · 213: Cluster #212
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.29855028
Profanity0.20700185
Threat0.053654157
Severe Toxicity0.026936848
Moderate 0.51980776 Low Con 0.277 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
White race is 8% of the worlds population these darkies are going after the minority like pack animals they know how to get the fasted and biggest feed.
White race is 8% of the worlds population these darkies are going after the minority like pack animals they know how to get the fasted and biggest feed.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5680164
Insult0.4555076
Profanity0.3033754
Threat0.08856395
Severe Toxicity0.16960317
Moderate 0.51980776 Low Con 0.186 Identity Attack
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
deport the pest of Canada They ruin the Count they follow the rules and the law of Canada!!
deport the pest of Canada They ruin the Count they follow the rules and the law of Canada!!
IRCC Names India in Study Permit Fraud | … · 110: Cluster #109
Close reading → Discourse → Video sentiment →
Identity Attack0.4887047
Insult0.5130944
Profanity0.108590275
Threat0.057856824
Severe Toxicity0.02411546
Moderate 0.51980776 Low Con 0.163 Insult Call_To_Action
Sep 30, 2025 IRCC Names India in Study …
Indian scammers? No way.....
Indian scammers? No way.....
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.15459715
Threat0.009825659
Severe Toxicity0.023076924
Moderate 0.51980776 Low Con 0.219 Identity Attack Insult Humor_Satire
Sep 30, 2025 IRCC Names India in Study …
Ur fucking awesome for this thanks tyler
Ur fucking awesome for this thanks tyler
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.018168874
Insult0.16809943
Profanity0.7246992
Threat0.009048914
Severe Toxicity0.03680043
Moderate 0.51980776 Moderate Con 0.451 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
He lied when he said "we don't negate anybody"...... the reality is that Hindus are the most racists when it comes to dealing with other religions....
He lied when he said "we don't negate anybody"...... the reality is that Hindus are the most racists when it comes to dealing with other religions....
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.57150364
Insult0.44464502
Profanity0.09098661
Threat0.012492486
Severe Toxicity0.023076924
Moderate 0.51980776 Moderate Con 0.307 Identity Attack
Oct 5, 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.