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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
30,738 comments · Page 215 of 1230
Canadians should throw them out . They are a menace
Canadians should throw them out . They are a menace
Identity Attack0.4508763
Insult0.36939126
Profanity0.10982819
Threat0.39416263
Severe Toxicity0.023199933
Moderate 0.47119883 Low Con 0.153 Fear_Threat
Feb 22, 2026 Inside Canada's Indian Invasion...
Tyler Oliveira confirmed racist laughing at racist takes 😂
Tyler Oliveira confirmed racist laughing at racist takes 😂
Identity Attack0.32476485
Insult0.40189892
Profanity0.16171204
Threat0.011275585
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.183 Meta_Commentary
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I don't like the fact that im becoming racist..look wats happening to our country!,this is not the Canada i happily grew up in..im not the proud Canadian i used to be..our country is in ruins!!,getting …
I don't like the fact that im becoming racist..look wats happening to our country!,this is not the Canada i happily grew up in..im not the proud Canadian i used to be..our country is in ruins!!,getting worse by the day..lets house and feed our own people before these immigrants, hire Canadians first!!..DEPORT DEPORT DEPORT 😢😮
Identity Attack0.5051593
Insult0.36798462
Profanity0.0569429
Threat0.02492592
Severe Toxicity0.02378681
Moderate 0.47119883 Constructive 0.541 Identity Attack
Sep 10, 2025 Why Canadians Are Turning Against …
Asia is corrupt and bad manners rule
Asia is corrupt and bad manners rule
Identity Attack0.50515765
Insult0.40243408
Profanity0.22213541
Threat0.017846745
Severe Toxicity0.023458159
Moderate 0.47119883 Low Con 0.241 Identity Attack Identity_Assertion
Feb 6, 2026 Why Canadians Are Turning Against …
Indians what the heck have you done? It's just the genuine ones that suffer. I'm an Indian too, fought to the skin of the tooth to secure Masters admission, paid over 50k CAD in fees. …
Indians what the heck have you done? It's just the genuine ones that suffer. I'm an Indian too, fought to the skin of the tooth to secure Masters admission, paid over 50k CAD in fees. Was genuine in my effort & was able to secure a good job and I still have this ick at the back of the mind that I might be seen with disgust because of how tarnished our reputation is of lately, despite trying my best to contribute my fair share to the society, to this beautiful country. Hope you Canadians understand the plight of honest ones amongst the sea of frauds, I hope you do!
Identity Attack0.40883094
Insult0.42743355
Profanity0.39409557
Threat0.016638106
Severe Toxicity0.03321367
Moderate 0.47119883 Constructive 0.809 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Shitnada is a corrupt Indian latrine
Shitnada is a corrupt Indian latrine
Identity Attack0.46028158
Insult0.48627716
Profanity0.33023968
Threat0.051391184
Severe Toxicity0.16760159
Moderate 0.47119883 Low Con 0.18
Jun 23, 2025 1 likes How Canada broke its immigration …
Lmao that monkey man looking statue and blueman
Lmao that monkey man looking statue and blueman
Identity Attack0.09245483
Insult0.4710501
Profanity0.33453682
Threat0.011638066
Severe Toxicity0.023645958
Moderate 0.47119883 Low Con 0.274 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a …
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a pretty big country with a lot of empty space. they set up in a small town and didn't bother anyone. that's roughly in line with canadian values. however, during that time, we've seen a lot of cuts to systems that were intended to help people born in canada and a shift in resources to help people born elsewhere coming into the country. white canadians are correct in noticing that the government has picked a side, and is shifting it's resources to helping this one group at the expense of the other, and it's had visible results that you're helpfully documenting. it's relatively clear that, whatever the merit of that initial shift in resources, it's had some unexpected effects, and that policy needs to be reevaluated. it's relatively clear who needs government resources in brampton in 2025, and the answer is not the same as it was in 1995.
Identity Attack0.41222036
Insult0.5130944
Profanity0.2847897
Threat0.011974656
Severe Toxicity0.02444411
Moderate 0.47119883 Constructive 0.647 Insult Policy_Critique
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Im not indian but That was a very silly comment "this is the homeless non of which are indians". 1. They have strong family values 2. They dont take drugs 3. The odds of them …
Im not indian but That was a very silly comment "this is the homeless non of which are indians". 1. They have strong family values 2. They dont take drugs 3. The odds of them being homeless is slim to none. Instead of bagging them, learn from them and get the pipes out your mouths
Identity Attack0.3043136
Insult0.48228607
Profanity0.30866358
Threat0.06432246
Severe Toxicity0.023176458
Moderate 0.47119883 Moderate Con 0.488
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Seems like everywhere is trying to replace white people right now. At this moment the most discriminating is going against white people like me. Every other day I got someone of color hating on me …
Seems like everywhere is trying to replace white people right now. At this moment the most discriminating is going against white people like me. Every other day I got someone of color hating on me calling me a stupid white boy and many other things and because I’m white it’s okay apparently
Identity Attack0.5051593
Insult0.41767508
Profanity0.36302176
Threat0.014048163
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.462 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Those ppl are the worst
Those ppl are the worst
Identity Attack0.22707681
Insult0.4339631
Profanity0.2356715
Threat0.012854968
Severe Toxicity0.020257099
Moderate 0.47119883 Low Con 0.275 Identity_Assertion
Feb 24, 2026 Inside Canada's Indian Invasion...
🖕🏻🖕🏻🇮🇳👳🏿‍♂️👳🏿‍♂️🕳️🩸
🖕🏻🖕🏻🇮🇳👳🏿‍♂️👳🏿‍♂️🕳️🩸
Identity Attack0.42615733
Insult0.4339631
Profanity0.37352943
Threat0.061089642
Severe Toxicity0.35368225
Moderate 0.47119883 Low Con 0.256 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
India has thousands of places. Only a literal handful are filthy. Which is still sad. But
India has thousands of places. Only a literal handful are filthy. Which is still sad. But
Identity Attack0.45348886
Insult0.47787863
Profanity0.2661081
Threat0.011741633
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.316 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
India immigrants, stay in your own lane, your not wanted in Canada 🇨🇦
India immigrants, stay in your own lane, your not wanted in Canada 🇨🇦
Identity Attack0.55044734
Insult0.3388922
Profanity0.05543986
Threat0.010731863
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.18 Identity Attack Identity_Assertion
Oct 9, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
as an immigrant . I respect canadian laws and their cultures! But i want these people be deported! They dont deserve Canada! There a lot of muslim countries why dont go there instead
as an immigrant . I respect canadian laws and their cultures! But i want these people be deported! They dont deserve Canada! There a lot of muslim countries why dont go there instead
Identity Attack0.5612457
Insult0.27969417
Profanity0.08128801
Threat0.03649433
Severe Toxicity0.023317307
Moderate 0.47119883 Constructive 0.52 Identity Attack
Aug 28, 2025 Why Canadians Are Turning Against …
the sponsor is a scam btw dont download
the sponsor is a scam btw dont download
Identity Attack0.04151922
Insult0.4339631
Profanity0.24818924
Threat0.012751401
Severe Toxicity0.022839356
Moderate 0.47119883 Low Con 0.217 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Lot of prejudiced here - 'pay no taxes'' - silly statement
Lot of prejudiced here - 'pay no taxes'' - silly statement
Identity Attack0.008657498
Insult0.5130944
Profanity0.11725569
Threat0.00780612
Severe Toxicity0.008811951
Moderate 0.47119883 Low Con 0.236 Insult
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Sick what this corrupt government has done
Sick what this corrupt government has done
Identity Attack0.10221587
Insult0.5130944
Profanity0.15812257
Threat0.00967031
Severe Toxicity0.014253352
Moderate 0.47119883 Low Con 0.227 Insult Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
AFTER SUCCESSFULLY 🇮🇳 🕉 P💩💩PING OUTSIDE IN CANADA 🇨🇦 IT'S PART OF INDIAN CULTURE AND CANADA 🇨🇦 IS MULTICUTURAL 🇮🇳 🕉 NOW INDIAN 🇮🇳 🕉 ARE P💩💩PING OUTSIDE IN AUSTRALIA 🇦🇺 IS AUSTRALIA 🇦🇺 MULTICUTURAL???😂😂😂
AFTER SUCCESSFULLY 🇮🇳 🕉 P💩💩PING OUTSIDE IN CANADA 🇨🇦 IT'S PART OF INDIAN CULTURE AND CANADA 🇨🇦 IS MULTICUTURAL 🇮🇳 🕉 NOW INDIAN 🇮🇳 🕉 ARE P💩💩PING OUTSIDE IN AUSTRALIA 🇦🇺 IS AUSTRALIA 🇦🇺 MULTICUTURAL???😂😂😂
Identity Attack0.46028158
Insult0.36798462
Profanity0.32658687
Threat0.04201601
Severe Toxicity0.23225145
Moderate 0.47119883 Low Con 0.255 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
My family moved there in 1977 and moved out in 1984. I stay far away from Brampton with the non assimilated Indians on the roads and London with the crazy drug addicts all over the …
My family moved there in 1977 and moved out in 1984. I stay far away from Brampton with the non assimilated Indians on the roads and London with the crazy drug addicts all over the sidewalks .
Identity Attack0.4931391
Insult0.4810288
Profanity0.17101645
Threat0.012285355
Severe Toxicity0.023076924
Moderate 0.47119883 Constructive 0.547 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I am sick of the Liberals - the lies, the corruption, the laziness, the abuse - they have destroyed this Country. I am embarrased as a Canadian that "this" is the current state of our …
I am sick of the Liberals - the lies, the corruption, the laziness, the abuse - they have destroyed this Country. I am embarrased as a Canadian that "this" is the current state of our country. Ppl who were born in the country, grew up, fought for this country are fast becoming the minority and we are expected to sit back, shut up and take it. I think NOT!
Identity Attack0.28034934
Insult0.5129801
Profanity0.0715894
Threat0.01750142
Severe Toxicity0.017481172
Moderate 0.47119883 Constructive 0.551 Insult Fear_Threat
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Immigrants shouldn’t get anything... period!
Immigrants shouldn’t get anything... period!
Identity Attack0.55044734
Insult0.26957804
Profanity0.08904689
Threat0.05042134
Severe Toxicity0.023974609
Moderate 0.47119883 Low Con 0.187 Identity Attack
Jul 13, 2019 How much do refugees and …
In Philippines, we call them DDS - Low IQ PEOPLE
In Philippines, we call them DDS - Low IQ PEOPLE
Identity Attack0.42615733
Insult0.49151286
Profanity0.1765991
Threat0.009307829
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.139 Humor_Satire
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
actually poop eating people is much better to people who blow themselves with bombs. canada needs people and Canadians don't want to have children the government have no choice but to allowed migration
actually poop eating people is much better to people who blow themselves with bombs. canada needs people and Canadians don't want to have children the government have no choice but to allowed migration
Identity Attack0.120924085
Insult0.37619758
Profanity0.36225098
Threat0.34804323
Severe Toxicity0.048457388
Moderate 0.47119883 Low Con 0.225 Economic_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
wtf free food? free food bank? they are doing better than the government. we need more of these temples. I need one of these in my town, i m starving.
wtf free food? free food bank? they are doing better than the government. we need more of these temples. I need one of these in my town, i m starving.
Identity Attack0.07425626
Insult0.24928534
Profanity0.4756165
Threat0.05914995
Severe Toxicity0.023599008
Moderate 0.47119883 Constructive 0.586
Oct 6, 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.