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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
Active: Tox: 0.5 – 1 4,704 comments · Page 98 of 189
I can’t believe how racist this is, should be ashamed. Everyone’s been divided and fighting and this is exactly what’s wrong with our societies. These damn immigrants coming in and destroying western civilization and we’re …
I can’t believe how racist this is, should be ashamed. Everyone’s been divided and fighting and this is exactly what’s wrong with our societies. These damn immigrants coming in and destroying western civilization and we’re just letting it happen. Replacing the majority white populations with low iq individuals.
Identity Attack0.57150364
Insult0.5678696
Profanity0.5188411
Threat0.07629784
Severe Toxicity0.16960317
Moderate 0.6407703 Moderate Con 0.419 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Every immigrant regardless of color they say immigrants are bad even though they are the same kind but from different timelines. Hippocrates.....
Every immigrant regardless of color they say immigrants are bad even though they are the same kind but from different timelines. Hippocrates.....
Identity Attack0.48915586
Insult0.65129566
Profanity0.10240069
Threat0.007754337
Severe Toxicity0.023076924
Moderate 0.6407703 Moderate Con 0.349 Insult Moral_Argument
Oct 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Nepo Baby Justin Trudeau destroyed the country of Canada and then ran away like the COWARD he is...
Nepo Baby Justin Trudeau destroyed the country of Canada and then ran away like the COWARD he is...
Identity Attack0.044612918
Insult0.7065844
Profanity0.09518933
Threat0.011715741
Severe Toxicity0.021935565
Moderate 0.6407703 Low Con 0.201 Insult Policy_Critique
Feb 24, 2026 10 likes 'We do know that there's …
The white guy was a savage about lindus eating poo😂
The white guy was a savage about lindus eating poo😂
Identity Attack0.5075293
Insult0.5130944
Profanity0.46222726
Threat0.02492592
Severe Toxicity0.20373066
Moderate 0.6407703 Low Con 0.266 Identity Attack Insult Humor_Satire
Mar 2, 2026 2 likes Inside Canada's Indian Invasion...
Yup go in tim Hortons and they all speak punjab .where the fuck are we......qute appalling..same at walmarts..shame on the government. Thanx for ruining canada
Yup go in tim Hortons and they all speak punjab .where the fuck are we......qute appalling..same at walmarts..shame on the government. Thanx for ruining canada
Identity Attack0.32768643
Insult0.5015486
Profanity0.541926
Threat0.032695748
Severe Toxicity0.16960317
Moderate 0.6407703 Moderate Con 0.468 Insult
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
If I hear the two words, “Canada’s Generosity” one more time, I will puke. This is really about “Canada’s Stupidity”, if you ask any tax payer, or anyone else with a brain. Giving benefits to …
If I hear the two words, “Canada’s Generosity” one more time, I will puke. This is really about “Canada’s Stupidity”, if you ask any tax payer, or anyone else with a brain. Giving benefits to fraudsters, and cheats, that tax paying Canadians don’t even receive or cannot afford is pure criminal behaviour.
Identity Attack0.36873037
Insult0.6675394
Profanity0.19893537
Threat0.010291707
Severe Toxicity0.023082556
Moderate 0.6407703 Moderate Con 0.32 Insult Policy_Critique
Feb 19, 2026 3 likes LILLEY UNLEASHED: The fall of …
We need a genocide soon
We need a genocide soon
Identity Attack0.36803186
Insult0.191015
Profanity0.2761231
Threat0.58413893
Severe Toxicity0.35368225
Moderate 0.6407703 Low Con 0.268 Threat Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As long as they vote liberal the unethical, corrupt, deceitful liar of a PM doesn't care.
As long as they vote liberal the unethical, corrupt, deceitful liar of a PM doesn't care.
Identity Attack0.054763943
Insult0.68668073
Profanity0.09899642
Threat0.008841781
Severe Toxicity0.020386212
Moderate 0.6407703 Low Con 0.168 Insult Policy_Critique
Dec 19, 2025 IRCC Names India in Study …
We not gona give indian punjab to these khalistaniss. They choose canda as a shelter and say shitt about India from Canada. 90% immigrants in Canada area punjabi or sikhs. They DONNT even call themself …
We not gona give indian punjab to these khalistaniss. They choose canda as a shelter and say shitt about India from Canada. 90% immigrants in Canada area punjabi or sikhs. They DONNT even call themself indian.
Identity Attack0.6007182
Insult0.5423875
Profanity0.5318404
Threat0.02682521
Severe Toxicity0.19149859
Moderate 0.6407703 Moderate Con 0.302 Identity Attack Insult Identity_Assertion
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
They are dirty. I never go to Tim Hortons anymore due to filth.
They are dirty. I never go to Tim Hortons anymore due to filth.
Identity Attack0.09741807
Insult0.65129566
Profanity0.28364125
Threat0.00948907
Severe Toxicity0.023411209
Moderate 0.6407703 Moderate Con 0.424 Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the …
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the benefit of the country. Go to Markham or Richmond and it's 80%+ chinese. Vaughan is mostly Italians. So many areas of the country has had immigrant populations like Brampton does. Then you give an outright racist a platform of about 4 minutes in this video to say such BS that Indians eat poop, and Africans have sub 80 IQ. It's infuriating to see this content.....and from an American no less. You then highlight a survey about quality life and make an implication that it has anything to do with immigration. Guess what, you ask that quality of life to any city in North America and they will almost guarantee that quality of life has decreased since the pandemic mostly because of inflation and the economy...not because of some immigrants coming here to take low paying jobs that white don't want to do. It's the same BS that Americans do with blaming Mexicans and Somalians. Only dumb people actually buy into this xenophobic crap that media producers like you promote.
Identity Attack0.40351558
Insult0.6336687
Profanity0.34827787
Threat0.019573374
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.566 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
And why trash on the thumbnail? Racist
And why trash on the thumbnail? Racist
Identity Attack0.35624164
Insult0.6051471
Profanity0.27882218
Threat0.010705971
Severe Toxicity0.024866661
Moderate 0.6407703 Low Con 0.275 Insult Moral_Argument
Feb 20, 2026 Inside Canada's Indian Invasion...
I quit using Tim Hortons and have now started looking carefully at who works at other fast food restaurants. Quit supporting businesses who do NOT hire Canadians. Money speaks to business owners. The MUSLIM Shia …
I quit using Tim Hortons and have now started looking carefully at who works at other fast food restaurants. Quit supporting businesses who do NOT hire Canadians. Money speaks to business owners. The MUSLIM Shia Law enforcers WILL enforce their laws. The key word is ENFORCE. Lastly, Canadians voted back in a Totalitarian Government, FOOLS.
Identity Attack0.45348886
Insult0.67735565
Profanity0.22723788
Threat0.009877442
Severe Toxicity0.02378681
Moderate 0.6407703 Moderate Con 0.405 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The guy on the bicycle is a racist mofo
The guy on the bicycle is a racist mofo
Identity Attack0.3958119
Insult0.6308392
Profanity0.4098025
Threat0.012854968
Severe Toxicity0.16960317
Moderate 0.6407703 Low Con 0.227 Insult Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Almost as dirty as the Mexicans that we have invading Oklahoma right now.
Almost as dirty as the Mexicans that we have invading Oklahoma right now.
Identity Attack0.65625757
Insult0.5678696
Profanity0.22673377
Threat0.012285355
Severe Toxicity0.10702737
Moderate 0.6407703 Low Con 0.203 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is what a white genocide looks like. Disgusting.
This is what a white genocide looks like. Disgusting.
Identity Attack0.55044734
Insult0.5130944
Profanity0.26607355
Threat0.18281023
Severe Toxicity0.16960317
Moderate 0.6407703 Low Con 0.194 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton is disgustingly trashy now. All punjabis
Brampton is disgustingly trashy now. All punjabis
Identity Attack0.5502601
Insult0.6308392
Profanity0.4098025
Threat0.10542984
Severe Toxicity0.34950548
Moderate 0.6407703 Low Con 0.28 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Not all african are bad though ,i think i think he was a percimistic. But who am i to be surprised most white people hate black people just for existing as a South African i …
Not all african are bad though ,i think i think he was a percimistic. But who am i to be surprised most white people hate black people just for existing as a South African i can tell when i see a white racist prick and most of the comment section agrees with him which is very disgusting.
Identity Attack0.6007182
Insult0.58196646
Profanity0.44431314
Threat0.03407705
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.592 Identity Attack Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Such a stupid title 😂
Such a stupid title 😂
Identity Attack0.01374736
Insult0.563347
Profanity0.42709363
Threat0.009851551
Severe Toxicity0.023246882
Moderate 0.6407703 Low Con 0.211 Insult Meta_Commentary
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Everyone knows they eat poop and have their poop festival
Everyone knows they eat poop and have their poop festival
Identity Attack0.04951127
Insult0.37506318
Profanity0.5013569
Threat0.0100069
Severe Toxicity0.16960317
Moderate 0.6407703 Low Con 0.204 Unverified_Claim
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
The Trudeau government was in power too long. The number of people they brought in to the country each year was ridiculous at best. Now that there are thousands of imported people who have absconded …
The Trudeau government was in power too long. The number of people they brought in to the country each year was ridiculous at best. Now that there are thousands of imported people who have absconded it will be next to impossible to get them the H out of the country. Nice go'in politically correct Liberal fools.
Identity Attack0.1508922
Insult0.69164425
Profanity0.257327
Threat0.0086087575
Severe Toxicity0.023076924
Moderate 0.6407703 Moderate Con 0.393 Insult
Dec 24, 2025 1 likes Deportations From Canada at Their …
Everyone in canada that isn't indian is sick of indians.
Everyone in canada that isn't indian is sick of indians.
Identity Attack0.70098627
Insult0.5130944
Profanity0.18663849
Threat0.010783645
Severe Toxicity0.08859174
Moderate 0.6407703 Low Con 0.28 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
In Malaysia we take Indians anyday than Muslim, which are the worst human being
In Malaysia we take Indians anyday than Muslim, which are the worst human being
Identity Attack0.6649212
Insult0.5130944
Profanity0.30161268
Threat0.07016479
Severe Toxicity0.23225316
Moderate 0.6407703 Moderate Con 0.308 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
If you’re a white male you will always be accused of racism, misogyny, etc… in the left’s eyes! Get over yourselves! That’s just the way the left in modern society tries to embarrass, marginalize and …
If you’re a white male you will always be accused of racism, misogyny, etc… in the left’s eyes! Get over yourselves! That’s just the way the left in modern society tries to embarrass, marginalize and beat you up! Stop giving it any concern or thought! Stop caring what some leftist idiot thinks about you! This is their problem not yours! Push forward through this BS and stand strong on your morals and convictions!!! 🇺🇸🇺🇸🇺🇸🇺🇸🇺🇸
Identity Attack0.50515765
Insult0.6336687
Profanity0.36230123
Threat0.11769595
Severe Toxicity0.08859174
Moderate 0.6407703 Moderate Con 0.367 Identity Attack Insult Identity_Assertion
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Wherever any Africans, Muslims, Indian/Pakistani, Bangladeshi go, misery and chaos follow, turning the destination place into **it! The only safe places from them are Slavic countries and South America.
Wherever any Africans, Muslims, Indian/Pakistani, Bangladeshi go, misery and chaos follow, turning the destination place into **it! The only safe places from them are Slavic countries and South America.
Identity Attack0.6458014
Insult0.4962726
Profanity0.47001255
Threat0.050098058
Severe Toxicity0.34938923
Moderate 0.6407703 Low Con 0.167 Identity Attack
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.