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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 94 of 189
From Alberta, as you can tell, we like many others around the world are done with the bullshit, hence seperation.
From Alberta, as you can tell, we like many others around the world are done with the bullshit, hence seperation.
Inside Canada's Indian Invasion... · 140: Cluster #139
Close reading → Discourse → Video sentiment →
Identity Attack0.060220852
Insult0.44802538
Profanity0.70864636
Threat0.0089712385
Severe Toxicity0.024960563
Moderate 0.64447093 Constructive 0.525 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
The problem with canadians is anyone who's brown they think is Indian. Canadians are the retards of America Sincerely: a canadian who's seen what his countryman does to his best friends who aren't white and …
The problem with canadians is anyone who's brown they think is Indian. Canadians are the retards of America Sincerely: a canadian who's seen what his countryman does to his best friends who aren't white and aren't Indian
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6853638
Insult0.57566804
Profanity0.34099978
Threat0.013631714
Severe Toxicity0.21596274
Moderate 0.64447093 Moderate Con 0.442 Identity Attack Insult Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Indians are taking white teenagers jobs. They are the worse invaders you could ever find
Indians are taking white teenagers jobs. They are the worse invaders you could ever find
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.4962726
Profanity0.33258784
Threat0.05203775
Severe Toxicity0.2281948
Moderate 0.64447093 Low Con 0.202 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I could trust you until you said "I love Indian food" you are either a liar, insane, or both
I could trust you until you said "I love Indian food" you are either a liar, insane, or both
Inside Canada's Indian Invasion... · 93: Cluster #92
Close reading → Discourse → Video sentiment →
Identity Attack0.25647953
Insult0.6798578
Profanity0.29209393
Threat0.011715741
Severe Toxicity0.02430326
Moderate 0.64447093 Low Con 0.265 Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Guy on the bike needs to get a ass whooping talking reckless for being like most Canadians undercover racist people at least Americans don't hide there racism
Guy on the bike needs to get a ass whooping talking reckless for being like most Canadians undercover racist people at least Americans don't hide there racism
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.40447855
Insult0.5588244
Profanity0.44366163
Threat0.061736204
Severe Toxicity0.16960317
Moderate 0.64447093 Low Con 0.25 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Like how the British were to India, 100 years ago, Tyler is the same on YouTube. A Parasitic Leech.
Like how the British were to India, 100 years ago, Tyler is the same on YouTube. A Parasitic Leech.
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.19890837
Insult0.67735565
Profanity0.30866358
Threat0.009644418
Severe Toxicity0.0394905
Moderate 0.64447093 Low Con 0.173 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
India is a pest
India is a pest
Inside Canada's Indian Invasion... · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.54525656
Profanity0.33258784
Threat0.028206514
Severe Toxicity0.23226519
Moderate 0.64447093 Moderate Con 0.332 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
some of dem indian females are hot, i'll eat their ahh, even if they poop on the streets.
some of dem indian females are hot, i'll eat their ahh, even if they poop on the streets.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5051609
Insult0.4196762
Profanity0.5365423
Threat0.13815513
Severe Toxicity0.25624833
Moderate 0.64447093 Moderate Con 0.345 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
While it sucks to be invaded by Indians, they're at least pretty nice. WAY nicer than the Jews you talked to...
While it sucks to be invaded by Indians, they're at least pretty nice. WAY nicer than the Jews you talked to...
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6487889
Insult0.5130944
Profanity0.4756165
Threat0.028897164
Severe Toxicity0.18232453
Moderate 0.64447093 Moderate Con 0.438 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Ten million new poverty refugees in the last ten years a 30% increase in the country’s population When is this crap going to END!
Ten million new poverty refugees in the last ten years a 30% increase in the country’s population When is this crap going to END!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.22935481
Insult0.54471385
Profanity0.46460027
Threat0.015602129
Severe Toxicity0.02604016
Moderate 0.64447093 Low Con 0.279 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
THABK YOU TYLER OMG AS A CANADAIN THIS NEEDS TO BE STUDIED. These poop ppl refuse to leave its disgusting
THABK YOU TYLER OMG AS A CANADAIN THIS NEEDS TO BE STUDIED. These poop ppl refuse to leave its disgusting
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.6370372
Profanity0.36230123
Threat0.010964886
Severe Toxicity0.08069076
Moderate 0.64447093 Moderate Con 0.344 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Id rather be racist for the benefit of my people, then a racetraitor for the benefit of 💩skins.
Id rather be racist for the benefit of my people, then a racetraitor for the benefit of 💩skins.
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.4747285
Profanity0.44431314
Threat0.22120713
Severe Toxicity0.27908814
Moderate 0.64447093 Low Con 0.291 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Hey hii racist peoples I am from india i assure indian peoples not involved in any crime and others culture respect we are not converting people kill people we are respecting each other all around …
Hey hii racist peoples I am from india i assure indian peoples not involved in any crime and others culture respect we are not converting people kill people we are respecting each other all around the world but you don't know about we are came to your country for jobs and opportunities for hardworking if this jobs in India we don't come your 💩 loving country 😂😂😂 0:11
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.46923602
Profanity0.36230123
Threat0.2330281
Severe Toxicity0.23225832
Moderate 0.64447093 Constructive 0.512 Identity Attack Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
All these white people butt hurt😂😂😂😂
All these white people butt hurt😂😂😂😂
Inside Canada's Indian Metropolis (Brampton) · 30: Cluster #29
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.44464502
Profanity0.44890457
Threat0.34804323
Severe Toxicity0.33047765
Moderate 0.64447093 Low Con 0.246 Identity Attack Humor_Satire
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
0:37 I think your ancestors not invaded Canada and dnt harmed Native Americans Do you White Trash have any Morality left or its totelly burkrupt 💯🤬🤬🤬🤬
0:37 I think your ancestors not invaded Canada and dnt harmed Native Americans Do you White Trash have any Morality left or its totelly burkrupt 💯🤬🤬🤬🤬
Inside Canada's Indian Invasion... · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.56711763
Insult0.6308392
Profanity0.31043148
Threat0.033386398
Severe Toxicity0.17315048
Moderate 0.64447093 Low Con 0.228 Identity Attack Insult Moral_Argument
Jan 30, 2026 Inside Canada's Indian Invasion...
You're done Canada. Canadian loosing their own country to this people. 🤦‍♀️🤦‍♂️🤦 They just kept on spreading populating the country, once they become members of the government it's game over. Canadian becomes the b!tch of …
You're done Canada. Canadian loosing their own country to this people. 🤦‍♀️🤦‍♂️🤦 They just kept on spreading populating the country, once they become members of the government it's game over. Canadian becomes the b!tch of the invaders.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.62169385
Profanity0.47771472
Threat0.01750142
Severe Toxicity0.16960317
Moderate 0.64447093 Low Con 0.279 Identity Attack Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Visited Toronto recently. It is insane, it’s basically India. Elbows up, dorks! You’re country is gone.
Visited Toronto recently. It is insane, it’s basically India. Elbows up, dorks! You’re country is gone.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.6308392
Profanity0.35094926
Threat0.035458352
Severe Toxicity0.16960317
Moderate 0.64447093 Low Con 0.277 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Canada I'm England seems with have something in common and it's not a fucking good one to lol 😆 😂
Canada I'm England seems with have something in common and it's not a fucking good one to lol 😆 😂
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.32476485
Insult0.34203702
Profanity0.6528205
Threat0.010964886
Severe Toxicity0.16960317
Moderate 0.64447093 Moderate Con 0.42 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake …
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake diploma mills, fake refugee status) fine them, imprison them, then deport and ban them from entering again. Then go after the people who are avoiding their orders to leave. In my view, the vast majority who are here from India has been through fraud. "refugee" my ass. Get them out
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5239335
Profanity0.48510036
Threat0.16699752
Severe Toxicity0.16960317
Moderate 0.64447093 Constructive 0.518 Insult Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Canada is fcked. Brampton is lost and to these scammers who just jump the border from Québec
Canada is fcked. Brampton is lost and to these scammers who just jump the border from Québec
Inside Canada's Indian Invasion... · 224: Cluster #223
Close reading → Discourse → Video sentiment →
Identity Attack0.3072352
Insult0.5678696
Profanity0.5722072
Threat0.019228047
Severe Toxicity0.16960317
Moderate 0.64447093 Low Con 0.27 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
WTF $50,000 WTF IS GOING ON? are illuminati stealing all the benefits in the US?
WTF $50,000 WTF IS GOING ON? are illuminati stealing all the benefits in the US?
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.10815793
Insult0.35016364
Profanity0.541926
Threat0.020609349
Severe Toxicity0.21596274
Moderate 0.64447093 Low Con 0.166
Feb 7, 2023 2 likes How much do refugees and …
You could not find another more white racist guy in the Canadian town, who said Africans are retards , unbelievable people like this still living.
You could not find another more white racist guy in the Canadian town, who said Africans are retards , unbelievable people like this still living.
Inside Canada's Indian Invasion... · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.6220118
Insult0.6308392
Profanity0.27477357
Threat0.010369381
Severe Toxicity0.12809667
Moderate 0.64447093 Low Con 0.29 Identity Attack Insult Moral_Argument
Mar 2, 2026 Inside Canada's Indian Invasion...
good one tyler expose these traitorus liberal gov scumbags destroying canada
good one tyler expose these traitorus liberal gov scumbags destroying canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3072352
Insult0.67735565
Profanity0.29209393
Threat0.10389658
Severe Toxicity0.0475607
Moderate 0.64447093 Low Con 0.229 Insult Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
The cyclist is very arrogant and racist (like South Korean people, racist).
The cyclist is very arrogant and racist (like South Korean people, racist).
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.6308392
Profanity0.18233459
Threat0.0097738765
Severe Toxicity0.034110364
Moderate 0.64447093 Low Con 0.246 Identity Attack Insult Identity_Assertion
Feb 18, 2026 Inside Canada's Indian Invasion...
Even Canadians hate the blacks 😂
Even Canadians hate the blacks 😂
Inside Canada's Indian Invasion... · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.71678543
Insult0.40243408
Profanity0.2659699
Threat0.012803185
Severe Toxicity0.104393706
Moderate 0.64447093 Low Con 0.198 Identity Attack Humor_Satire
Jan 27, 2026 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.