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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 153 of 1230
A 3rd world Canada is so much better than that india cesspool so unfettered indians invasion omg
A 3rd world Canada is so much better than that india cesspool so unfettered indians invasion omg
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5913144
Insult0.4718924
Profanity0.21997347
Threat0.038220957
Severe Toxicity0.16960317
Moderate 0.5532103 Low Con 0.184 Identity Attack Identity_Assertion
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
send em back, don't give them any money!!!!!!!!!!!!!! we are FULL! and pissed off.
send em back, don't give them any money!!!!!!!!!!!!!! we are FULL! and pissed off.
Migrants cross into Canada near Hemmingford · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.036878675
Insult0.46476576
Profanity0.39409557
Threat0.050098058
Severe Toxicity0.02604016
Moderate 0.5532103 Moderate Con 0.312 Call_To_Action
Jan 5, 2026 1 likes Migrants cross into Canada near …
These videos are clickbait. People assimilate and they take care of cities. These kinds of videos are just for creator to gain views and earn money. I don’t know how stupid people are to watch …
These videos are clickbait. People assimilate and they take care of cities. These kinds of videos are just for creator to gain views and earn money. I don’t know how stupid people are to watch and fall for such videos. Currently youtube, google is working as villian for society. Along with other social media
Inside Canada's Indian Metropolis (Brampton) · 84: Cluster #83
Close reading → Discourse → Video sentiment →
Identity Attack0.08087392
Insult0.5130944
Profanity0.3778404
Threat0.010757755
Severe Toxicity0.023076924
Moderate 0.5532103 Moderate Con 0.34 Insult Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This is all of canada now. Bring in 8 million of them in a decade with no place to put them, then play stupid and pretend there's no homeless crisis. Every cashier, taxi driver, delivery …
This is all of canada now. Bring in 8 million of them in a decade with no place to put them, then play stupid and pretend there's no homeless crisis. Every cashier, taxi driver, delivery driver, security guard, fast food place.....all been replaced with foreign workers. I can barely understand half of them, and constantly have to ask them to repeat themselves.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.11047905
Insult0.6120431
Profanity0.17613389
Threat0.010110466
Severe Toxicity0.017093835
Moderate 0.5532103 Moderate Con 0.473 Insult
Sep 18, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian guy.......I don't feel any difference between India and Canada.....life is good for us in India....... why you came here, life is good in Canada.....WTF 😂😂😂😂😂
Indian guy.......I don't feel any difference between India and Canada.....life is good for us in India....... why you came here, life is good in Canada.....WTF 😂😂😂😂😂
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.40189892
Profanity0.46460027
Threat0.009981008
Severe Toxicity0.08332442
Moderate 0.5532103 Moderate Con 0.456
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
>these indians dont work! >they only work for cash! which is it buddy
>these indians dont work! >they only work for cash! which is it buddy
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.37846634
Profanity0.21673056
Threat0.020436687
Severe Toxicity0.16960317
Moderate 0.5532103 Low Con 0.223 Identity Attack Humor_Satire
Nov 6, 2025 Inside Canada's Indian Metropolis (Brampton)
indian immigrants ruined Canada
indian immigrants ruined Canada
IRCC Names India in Study Permit Fraud | … · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.6458014
Insult0.36798462
Profanity0.22321637
Threat0.043309137
Severe Toxicity0.045767322
Moderate 0.5532103 Low Con 0.266 Identity Attack
Sep 27, 2025 1 likes IRCC Names India in Study …
Man Too resist 🤣 .. Canadian with 0% knowledge,how dum are they 😂
Man Too resist 🤣 .. Canadian with 0% knowledge,how dum are they 😂
Inside Canada's Indian Invasion... · 160: Cluster #159
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5678696
Profanity0.26280963
Threat0.00948907
Severe Toxicity0.023293832
Moderate 0.5532103 Low Con 0.151 Insult Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
NUKE Brampton. problem solve. kel em all.
NUKE Brampton. problem solve. kel em all.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.11280017
Insult0.26957804
Profanity0.22602804
Threat0.62574995
Severe Toxicity0.35220072
Moderate 0.5532103 Low Con 0.258 Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Love how the liberals who vote for this just leave the area for the lower class right wing to deal with . Absolutely disgusting
Love how the liberals who vote for this just leave the area for the lower class right wing to deal with . Absolutely disgusting
Inside Canada's Indian Invasion... · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.16993292
Insult0.57566804
Profanity0.10797132
Threat0.008945347
Severe Toxicity0.015479924
Moderate 0.5532103 Low Con 0.245 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
R.I.P. Canada ! Fсk Liberalism !
R.I.P. Canada ! Fсk Liberalism !
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.41052565
Insult0.4596616
Profanity0.5724795
Threat0.06432246
Severe Toxicity0.16960317
Moderate 0.5532103 Low Con 0.236 Policy_Critique
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
The country they lived in was a s*** hole, so now they are doing the same to Brampton....the guy hit the nail on the head "these people don't work"...
The country they lived in was a s*** hole, so now they are doing the same to Brampton....the guy hit the nail on the head "these people don't work"...
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.19495805
Insult0.4810288
Profanity0.48510036
Threat0.011327368
Severe Toxicity0.02514347
Moderate 0.5532103 Moderate Con 0.436
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Living in Venezuela and for us this is normal every one can have his place but no one does we live together only the rich do this crap in his fancy luxury clubs
Living in Venezuela and for us this is normal every one can have his place but no one does we live together only the rich do this crap in his fancy luxury clubs
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2964622
Insult0.45758462
Profanity0.48510036
Threat0.009411395
Severe Toxicity0.023692908
Moderate 0.5532103 Moderate Con 0.409 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
لعنة الله على هندةس الهند
لعنة الله على هندةس الهند
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5051609
Insult0.36798462
Profanity0.47435758
Threat0.122295745
Severe Toxicity0.35368225
Moderate 0.5532103 Low Con 0.203 Identity Attack Identity_Assertion
Feb 10, 2026 Inside Canada's Indian Invasion...
Last warning to the Anglo-Saxons: your days are counted. The Anglosphere and the Commonwealth as you knew it is totally doomed. Start learning other languages and emigrate to nations where your daughters won't be targeted …
Last warning to the Anglo-Saxons: your days are counted. The Anglosphere and the Commonwealth as you knew it is totally doomed. Start learning other languages and emigrate to nations where your daughters won't be targeted by the "cow-dung-bobs-and-vagene" folks. They're nasty, but they're too lazy to learn Spanish, Portuguese, Korean, etc.
Inside Canada's Indian Metropolis (Brampton) · 371: Cluster #370
Close reading → Video sentiment →
Identity Attack0.48915586
Insult0.5130944
Profanity0.39409557
Threat0.043309137
Severe Toxicity0.16960317
Moderate 0.5532103 Low Con 0.254 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Damn straight we're fed up! Immigration used to work. This today is NOT immigration. These people are being used by western governments as a catalyst to chaos. It's working and it really hasn't even begun …
Damn straight we're fed up! Immigration used to work. This today is NOT immigration. These people are being used by western governments as a catalyst to chaos. It's working and it really hasn't even begun yet.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.26325142
Insult0.36798462
Profanity0.542788
Threat0.012440704
Severe Toxicity0.03590374
Moderate 0.5532103 Constructive 0.527 Fear_Threat
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
INDIANS😮 BUILD YOUR HOMES WHERE YOU LIVE. 😮STOP BEING RACIST 😮
INDIANS😮 BUILD YOUR HOMES WHERE YOU LIVE. 😮STOP BEING RACIST 😮
Why Canadians Are Turning Against Immigrants. · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.40243408
Profanity0.18171974
Threat0.035458352
Severe Toxicity0.16960317
Moderate 0.5532103 Low Con 0.232 Identity Attack Moral_Argument
Sep 15, 2025 Why Canadians Are Turning Against …
And tamils also😂 all the former tamil terrorists are currently in canada😂.canadians love terrorists
And tamils also😂 all the former tamil terrorists are currently in canada😂.canadians love terrorists
Inside Canada's Indian Invasion... · 27: Cluster #26
Close reading → Video sentiment →
Identity Attack0.58354634
Insult0.46173862
Profanity0.13785136
Threat0.046541955
Severe Toxicity0.109661035
Moderate 0.5532103 Low Con 0.167 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
wtf is happening to the world right now? Europe is screwed and almost invaded, Canada too. This is what happens when liberals have rights and a voice
wtf is happening to the world right now? Europe is screwed and almost invaded, Canada too. This is what happens when liberals have rights and a voice
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2839175
Insult0.42743355
Profanity0.5249258
Threat0.011275585
Severe Toxicity0.059217658
Moderate 0.5532103 Low Con 0.278 Fear_Threat
Feb 5, 2026 Inside Canada's Indian Invasion...
Holy fuck I love that guy on the bike, he speaks for real Canadians.
Holy fuck I love that guy on the bike, he speaks for real Canadians.
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.11744241
Insult0.25007802
Profanity0.70864636
Threat0.009023022
Severe Toxicity0.028730227
Moderate 0.5532103 Moderate Con 0.451 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Screw the baby, I'm never going to USA again.
Screw the baby, I'm never going to USA again.
· 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.004218041
Insult0.12076403
Profanity0.20797727
Threat0.008102497
Severe Toxicity0.00007874764
Moderate 0.5514397
Dec 7, 2025
good im sick of competing for work and housing with people that arent even citizens the government has to stop this bs its ruining my industry third world scumbags are working for less putting actual …
good im sick of competing for work and housing with people that arent even citizens the government has to stop this bs its ruining my industry third world scumbags are working for less putting actual canadian taxpayers outve work or just working for less also it has to stop
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0077369185
Insult0.43769154
Profanity0.030823901
Threat0.00029031857
Severe Toxicity0.000016657314
Moderate 0.5502734
Apr 19, 2025 2 likes
All three of you are from the East, so just admit that you're mentallity is exactly why Western Canada wants no part of your self destruction ! 🖕
All three of you are from the East, so just admit that you're mentallity is exactly why Western Canada wants no part of your self destruction ! 🖕
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.2808415
Insult0.5678696
Profanity0.2327678
Threat0.021472665
Severe Toxicity0.029626917
Moderate 0.54823303 Low Con 0.236 Insult Identity_Assertion
Mar 1, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Thank god I moved out of Brampton 9 years their and it’s garbage now
Thank god I moved out of Brampton 9 years their and it’s garbage now
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.09162762
Insult0.563347
Profanity0.26641908
Threat0.0077154995
Severe Toxicity0.020257099
Moderate 0.54823303 Moderate Con 0.428 Insult Personal_Narrative
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
Brampton is a dump and is the laughing stock of the entire country
Brampton is a dump and is the laughing stock of the entire country
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.061130337
Insult0.6109131
Profanity0.2980872
Threat0.008505191
Severe Toxicity0.023076924
Moderate 0.54823303 Low Con 0.232 Insult Identity_Assertion
Sep 19, 2025 2 likes 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.