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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 63 of 1230
A lot of people (racists) in the video sayin that indian immigrants dont work at all. Bullshit. All the people ik are working their asses off and works multiple jobs. This video is defo showing …
A lot of people (racists) in the video sayin that indian immigrants dont work at all. Bullshit. All the people ik are working their asses off and works multiple jobs. This video is defo showing one side of the story. Immigrants hating on immigrants, such a classic
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5130944
Profanity0.6321197
Threat0.047835086
Severe Toxicity0.35112193
Toxic 0.7308154 Constructive 0.601 Identity Attack Insult Solidarity
Oct 26, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You dumb whyte Canadians thought that you were gonna play replace black Canadians in the workplace with punjabi, how did that work out for you guys😂
You dumb whyte Canadians thought that you were gonna play replace black Canadians in the workplace with punjabi, how did that work out for you guys😂
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6649212
Insult0.6677319
Profanity0.36230123
Threat0.012130005
Severe Toxicity0.21596274
Toxic 0.7308154 Low Con 0.218 Identity Attack Insult
Jun 18, 2025 How Canada broke its immigration …
Pauvre connard de quoi tu te mêles laisse les gens vivres tranquille
Pauvre connard de quoi tu te mêles laisse les gens vivres tranquille
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.020279141
Insult0.78565484
Profanity0.77181685
Threat0.012854968
Severe Toxicity0.35368225
Toxic 0.7308154 Low Con 0.16 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
THIS IS DISGUSTING, BOMB BRAMPTON OR SEND THEM ALL BACK AND BUILD A WALL AROUND IT
THIS IS DISGUSTING, BOMB BRAMPTON OR SEND THEM ALL BACK AND BUILD A WALL AROUND IT
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.23467018
Insult0.49151286
Profanity0.32965264
Threat0.65905607
Severe Toxicity0.35368225
Toxic 0.7308154 Low Con 0.168 Threat Fear_Threat
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Be it foreigners piling into a country or Californians piling into Texas or Florida. Why have all your shit*y policies and customs ruin your country/state only to move somewhere else to try to enforce your …
Be it foreigners piling into a country or Californians piling into Texas or Florida. Why have all your shit*y policies and customs ruin your country/state only to move somewhere else to try to enforce your sh*t ideas on them? Why? What sense does this make. Ok our policies have ruined this place, sooooo, let's move to that good place and implement our sh*t policies on them.. makes sense to me what's your problem?? Lol D.W.R.
Inside Canada's Indian Invasion... · 101: Cluster #100
Close reading → Discourse → Video sentiment →
Identity Attack0.41052565
Insult0.5935568
Profanity0.6750904
Threat0.017674083
Severe Toxicity0.23224287
Toxic 0.7308154 Moderate Con 0.337 Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
most of people arreted and in shelters are white trash. Indians, Africans etc they work hard...
most of people arreted and in shelters are white trash. Indians, Africans etc they work hard...
Inside Canada's Indian Invasion... · 135: Cluster #134
Close reading → Discourse → Video sentiment →
Identity Attack0.7063701
Insult0.6407567
Profanity0.357228
Threat0.012337137
Severe Toxicity0.22513679
Toxic 0.7308154 Moderate Con 0.348 Identity Attack Insult Identity_Assertion
Feb 21, 2026 Inside Canada's Indian Invasion...
Why is no one talking about the 2nd part of the story? that shit was INTENSE!!
Why is no one talking about the 2nd part of the story? that shit was INTENSE!!
Inside Canada's Indian Invasion... · 301: Cluster #300
Close reading → Discourse → Video sentiment →
Identity Attack0.014048826
Insult0.26957804
Profanity0.7888968
Threat0.009618527
Severe Toxicity0.09649272
Toxic 0.7308154 Moderate Con 0.326 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Didn't you morons come HERE in search of India? Well, now got it!!!
Didn't you morons come HERE in search of India? Well, now got it!!!
Inside Canada's Indian Invasion... · 109: Cluster #108
Close reading → Discourse → Video sentiment →
Identity Attack0.4139151
Insult0.69164425
Profanity0.44431314
Threat0.0138755
Severe Toxicity0.16960317
Toxic 0.7308154 Low Con 0.169 Insult Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
7:48 Isn't that obvious? Are you so dumb that someone had to tell you that for u to figure out lmao
7:48 Isn't that obvious? Are you so dumb that someone had to tell you that for u to figure out lmao
Inside Canada's Indian Metropolis (Brampton) · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.068465814
Insult0.6370372
Profanity0.41503602
Threat0.019055385
Severe Toxicity0.15706694
Toxic 0.7308154 Low Con 0.263 Insult
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Dirty jeets. Go back to your dirty country.
Dirty jeets. Go back to your dirty country.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6413409
Insult0.6370372
Profanity0.2661081
Threat0.012492486
Severe Toxicity0.16960317
Toxic 0.7308154 Low Con 0.108 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The two village idiots Sean Fraser and Marc Miller, the previous Immigration Ministers were just as clueless and incompetent. So no real change after 11 years.
The two village idiots Sean Fraser and Marc Miller, the previous Immigration Ministers were just as clueless and incompetent. So no real change after 11 years.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.09328204
Insult0.7775208
Profanity0.29209393
Threat0.009359611
Severe Toxicity0.023927659
Toxic 0.7308154 Low Con 0.261 Insult Policy_Critique
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Only Courpt Liberals and uninformed NDPers would support the Immagration policies of this usless government. Carney is no different than Trudeau, only a better bullshitter.
Only Courpt Liberals and uninformed NDPers would support the Immagration policies of this usless government. Carney is no different than Trudeau, only a better bullshitter.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.18235919
Insult0.6831271
Profanity0.5724795
Threat0.010757755
Severe Toxicity0.12546301
Toxic 0.7308154 Low Con 0.127 Insult Policy_Critique
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
I live in Toronto everyone I know hates them. We have to deport them all. Human garbage the lot.
I live in Toronto everyone I know hates them. We have to deport them all. Human garbage the lot.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3908055
Insult0.71120167
Profanity0.26593533
Threat0.1284288
Severe Toxicity0.051147457
Toxic 0.7308154 Moderate Con 0.418 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Calling africans low iq? This man proved already why hes considered white trash
Calling africans low iq? This man proved already why hes considered white trash
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.65129566
Profanity0.39409557
Threat0.015947454
Severe Toxicity0.20067264
Toxic 0.7308154 Low Con 0.196 Identity Attack Insult Identity_Assertion
Feb 14, 2026 1 likes Inside Canada's Indian Invasion...
WTF IMMIGRATION LOOK INTO THIS MATTER HARDCORE. HOW COME THE STAFF,CAME OUT TOLD THESE ANIMALS FROM OVERSEAS (CHINESE),ASKED THEM TO NOT LOUDNESS BE QUITE, LASTED 25 SECONDS,THEN LOUDNESS STARTS AGAIN, NO (RESPECT, IGNORANCE ALL THESE …
WTF IMMIGRATION LOOK INTO THIS MATTER HARDCORE. HOW COME THE STAFF,CAME OUT TOLD THESE ANIMALS FROM OVERSEAS (CHINESE),ASKED THEM TO NOT LOUDNESS BE QUITE, LASTED 25 SECONDS,THEN LOUDNESS STARTS AGAIN, NO (RESPECT, IGNORANCE ALL THESE ANIMALS FROM OVERSEAS LAUGH AT CANADA 🍁 WTF WTF😂).
How Canada broke its immigration system · 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.5678696
Profanity0.541926
Threat0.02371728
Severe Toxicity0.34966052
Toxic 0.7308154 Moderate Con 0.319 Insult
Jul 21, 2025 1 likes How Canada broke its immigration …
Bike guy is a fuckin Chad 🤣 holy based
Bike guy is a fuckin Chad 🤣 holy based
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.09410924
Insult0.47020787
Profanity0.7809412
Threat0.012647836
Severe Toxicity0.23225488
Toxic 0.7308154 Low Con 0.248 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
That white trash Canadian is a treasure
That white trash Canadian is a treasure
Inside Canada's Indian Invasion... · 173: Cluster #172
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.6500014
Profanity0.3290656
Threat0.009126588
Severe Toxicity0.18232453
Toxic 0.7308154 Low Con 0.242 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Cannot listen to that blow heart fool
Cannot listen to that blow heart fool
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.037909906
Insult0.7492263
Profanity0.37052724
Threat0.012751401
Severe Toxicity0.028730227
Toxic 0.7308154 Low Con 0.229 Insult Meta_Commentary
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
The GTA has gone to crap
The GTA has gone to crap
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10293542
Insult0.5130944
Profanity0.64657205
Threat0.008945347
Severe Toxicity0.05742428
Toxic 0.7308154 Low Con 0.156 Insult Fear_Threat
Feb 9, 2026 Inside Canada's Indian Invasion...
India is a crap hole. They are a pagan society that is the reason why that country is in that current situation. Yet they refuse to change their ways when they enter other countries. Good …
India is a crap hole. They are a pagan society that is the reason why that country is in that current situation. Yet they refuse to change their ways when they enter other countries. Good luck Canadians
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.65129566
Profanity0.5013569
Threat0.011146127
Severe Toxicity0.2322566
Toxic 0.7308154 Moderate Con 0.339 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They have turned Canada into a pile of moral garbage.
They have turned Canada into a pile of moral garbage.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4508763
Insult0.7218519
Profanity0.2258264
Threat0.0070552654
Severe Toxicity0.02373986
Toxic 0.7308154 Low Con 0.176 Insult Moral_Argument
Feb 8, 2026 2 likes Inside Canada's Indian Invasion...
lena diab is easily the dumbest of them all
lena diab is easily the dumbest of them all
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.054763943
Insult0.7298119
Profanity0.40878695
Threat0.011172019
Severe Toxicity0.02406851
Toxic 0.7308154 Low Con 0.127 Insult Meta_Commentary
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
It sucks but at least most of them are not muslim. Islam in Western countries is the worst thing that can happen.
It sucks but at least most of them are not muslim. Islam in Western countries is the worst thing that can happen.
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.65625757
Insult0.5332045
Profanity0.542788
Threat0.014220826
Severe Toxicity0.20067264
Toxic 0.7308154 Moderate Con 0.346 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
lol fools like our democrats
lol fools like our democrats
IRCC Names India in Study Permit Fraud | … · 329: Cluster #328
Close reading → Video sentiment →
Identity Attack0.24293575
Insult0.7497506
Profanity0.25824076
Threat0.008259222
Severe Toxicity0.023129508
Toxic 0.7308154 Low Con 0.155 Insult
Sep 29, 2025 IRCC Names India in Study …
All....... ALL of this Nutty CRAP is under THAT Liebral Party. Can you blame Alberta from wanting to separate from Canada/ and the raw insanity from Leftist Ottawa......? How long must we endure this foolishness...? …
All....... ALL of this Nutty CRAP is under THAT Liebral Party. Can you blame Alberta from wanting to separate from Canada/ and the raw insanity from Leftist Ottawa......? How long must we endure this foolishness...? And will Canada be Dumb Enough to vote Liebral again, in the future.....?
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.34974504
Insult0.72868866
Profanity0.36099523
Threat0.00967031
Severe Toxicity0.14916596
Toxic 0.7308154 Low Con 0.25 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
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.