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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 54 of 189
i cry everyday , i love people , but the somali and indian race are honestly dirty ,, when youre own country is disgusting , why come here to make our country nasty asf
i cry everyday , i love people , but the somali and indian race are honestly dirty ,, when youre own country is disgusting , why come here to make our country nasty asf
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7028837
Insult0.6261769
Profanity0.4044591
Threat0.038220957
Severe Toxicity0.35112193
Toxic 0.7570315 Moderate Con 0.395 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
HOW COME BRAMPTON IS THE SHITTIEST TOWN IN CANADA?
HOW COME BRAMPTON IS THE SHITTIEST TOWN IN CANADA?
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.27759558
Insult0.5270482
Profanity0.6983885
Threat0.009359611
Severe Toxicity0.2281948
Toxic 0.7570315 Low Con 0.166 Insult
Nov 4, 2025 Inside Canada's Indian Metropolis (Brampton)
North America is an occupied land . Europeans call themselves some red neck shit everyone is just a fraud .
North America is an occupied land . Europeans call themselves some red neck shit everyone is just a fraud .
Inside Canada's Indian Metropolis (Brampton) · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.6109131
Profanity0.70864636
Threat0.012647836
Severe Toxicity0.2322566
Toxic 0.7570315 Low Con 0.178 Identity Attack Insult Identity_Assertion
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada is fucking joke. End Immigration for the next 10 years and make Canada great again
Canada is fucking joke. End Immigration for the next 10 years and make Canada great again
IRCC Names India in Study Permit Fraud | … · 110: Cluster #109
Close reading → Video sentiment →
Identity Attack0.47178617
Insult0.48569724
Profanity0.70864636
Threat0.026307223
Severe Toxicity0.24482845
Toxic 0.7570315 Low Con 0.181
Oct 1, 2025 IRCC Names India in Study …
At least the bike guy KNOWS he’s white trash
At least the bike guy KNOWS he’s white trash
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.6798578
Profanity0.3866461
Threat0.010162249
Severe Toxicity0.17315048
Toxic 0.7570315 Low Con 0.192 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Not all immigrants are the same. Canada just made the mistake of importing the worst kind the most, the damned Indians.
Not all immigrants are the same. Canada just made the mistake of importing the worst kind the most, the damned Indians.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.6990888
Insult0.6500014
Profanity0.5711371
Threat0.018710058
Severe Toxicity0.2733782
Toxic 0.7570315 Low Con 0.19 Identity Attack Insult Fear_Threat
Feb 22, 2026 2 likes LILLEY UNLEASHED: The fall of …
I have no sympathy for any so-called Canadian that has any entanglements while visiting our enemy Canadian maybe patriotic definitely not. USA is embargoed if you're not part of the solution you are the f****** …
I have no sympathy for any so-called Canadian that has any entanglements while visiting our enemy Canadian maybe patriotic definitely not. USA is embargoed if you're not part of the solution you are the f****** problem that's why no sympathy given
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.007260351
Insult0.28264704
Profanity0.4551123
Threat0.00082029623
Severe Toxicity0.00004947815
Toxic 0.7524256
Dec 23, 2025 1 likes
I swear as an African Canadian born here I would want any other race in mass other than village idiots from India.
I swear as an African Canadian born here I would want any other race in mass other than village idiots from India.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6220118
Insult0.7218519
Profanity0.41436642
Threat0.0347677
Severe Toxicity0.16960317
Toxic 0.75208336 Moderate Con 0.322 Identity Attack Insult
Sep 20, 2025 15 likes Inside Canada's Indian Metropolis (Brampton)
This is why the middle east is a perpetual backwards hell-hole , its full of brain dead morons like Lena Metlege Diab ...
This is why the middle east is a perpetual backwards hell-hole , its full of brain dead morons like Lena Metlege Diab ...
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.72868866
Profanity0.46222726
Threat0.020954676
Severe Toxicity0.18232453
Toxic 0.75208336 Low Con 0.158 Insult Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I came here 5 years ago and every year since then it's gotten worse. The government stewed the country. I was working for GFL as a drivermaking $29/hr and they fired me on the last …
I came here 5 years ago and every year since then it's gotten worse. The government stewed the country. I was working for GFL as a drivermaking $29/hr and they fired me on the last day of my probation, then call me back a month after trying to pay me $21/hr now its mostly Asians working now. Shit is crazy the Libs are fucking us without lube.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5101222
Profanity0.7673477
Threat0.021300001
Severe Toxicity0.20067264
Toxic 0.75208336 Constructive 0.504 Insult Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
Every Canadian cannot complain y9u ar all immigrants from Europe u dam hypocrites
Every Canadian cannot complain y9u ar all immigrants from Europe u dam hypocrites
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5680164
Insult0.7218519
Profanity0.4131548
Threat0.010239923
Severe Toxicity0.20067264
Toxic 0.75208336 Low Con 0.288 Identity Attack Insult Moral_Argument
Feb 25, 2026 Inside Canada's Indian Invasion...
None of the person had correct infomation. 99% of them are dumb
None of the person had correct infomation. 99% of them are dumb
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.059311368
Insult0.7762574
Profanity0.41503602
Threat0.010058682
Severe Toxicity0.023076924
Toxic 0.75208336 Low Con 0.189 Insult
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
I think The bike guy daughter was smash by a indian soo The white monkey acting like that first learn to wipe your a**😂
I think The bike guy daughter was smash by a indian soo The white monkey acting like that first learn to wipe your a**😂
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5707127
Insult0.62169385
Profanity0.541926
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.75208336 Low Con 0.228 Identity Attack Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Fire her assss on site, we know she is lying.
Fire her assss on site, we know she is lying.
IRCC Names India in Study Permit Fraud | … · 134: Cluster #133
Close reading → Video sentiment →
Identity Attack0.039714564
Insult0.5678696
Profanity0.5643384
Threat0.34804323
Severe Toxicity0.16960317
Toxic 0.75208336 Low Con 0.185 Insult
Sep 30, 2025 IRCC Names India in Study …
Bike guy is mocking other ethnicities' intelligence, while not realizing the irony of saying generalized racist shit on camera..
Bike guy is mocking other ethnicities' intelligence, while not realizing the irony of saying generalized racist shit on camera..
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.38200524
Insult0.5739874
Profanity0.70864636
Threat0.013372798
Severe Toxicity0.16960317
Toxic 0.75208336 Low Con 0.208 Insult Moral_Argument
Feb 4, 2026 5 likes Inside Canada's Indian Invasion...
This propaganda is shitier than mine
This propaganda is shitier than mine
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.058856625
Insult0.46476576
Profanity0.70864636
Threat0.009023022
Severe Toxicity0.16960317
Toxic 0.75208336 Low Con 0.223
Oct 28, 2017 38 likes How much do refugees and …
Kick them all out. Pure garbage.
Kick them all out. Pure garbage.
Why Canadians Are Turning Against Immigrants. · 86: Cluster #85
Close reading → Video sentiment →
Identity Attack0.049761772
Insult0.65129566
Profanity0.2963245
Threat0.54744303
Severe Toxicity0.16960317
Toxic 0.75208336 Low Con 0.137 Insult Threat
Sep 2, 2025 Why Canadians Are Turning Against …
Why fix your country when you can just move to Canada and get free shit.
Why fix your country when you can just move to Canada and get free shit.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.31307843
Insult0.48627716
Profanity0.73341435
Threat0.008764107
Severe Toxicity0.16960317
Toxic 0.75208336 Low Con 0.199 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
These individuals are morons. They are well aware that they are going to be required to answer questions yet they come unprepared to answer the questions. Make that make sense.
These individuals are morons. They are well aware that they are going to be required to answer questions yet they come unprepared to answer the questions. Make that make sense.
IRCC Names India in Study Permit Fraud | … · 134: Cluster #133
Close reading → Video sentiment →
Identity Attack0.062039822
Insult0.7775208
Profanity0.44431314
Threat0.009696201
Severe Toxicity0.02449106
Toxic 0.75208336 Low Con 0.106 Insult
Dec 5, 2025 IRCC Names India in Study …
I am going to buy American and boycott Shawarmas now 🤣 Seriously, Toronto is a complete shithole
I am going to buy American and boycott Shawarmas now 🤣 Seriously, Toronto is a complete shithole
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.6051471
Profanity0.6983885
Threat0.032695748
Severe Toxicity0.20678867
Toxic 0.75208336 Moderate Con 0.323 Insult
Aug 28, 2025 2 likes Why Canadians Are Turning Against …
GO HOME YOU STINKY JOB THIEVES!! You all are making our country a dirty mess we no longer want you here
GO HOME YOU STINKY JOB THIEVES!! You all are making our country a dirty mess we no longer want you here
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3857254
Insult0.71551245
Profanity0.32658687
Threat0.03235042
Severe Toxicity0.23224287
Toxic 0.75208336 Low Con 0.234 Insult Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
If you work in any, and I mean fucking any, industry, you'll deal with Indian immigrants complaining about Indian immigrants... And they all live in Brangladesh. It's actually fucking bewildering that this continues to happen. …
If you work in any, and I mean fucking any, industry, you'll deal with Indian immigrants complaining about Indian immigrants... And they all live in Brangladesh. It's actually fucking bewildering that this continues to happen. At this point I'm positive that Canada is a failed state
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.5270482
Profanity0.71218073
Threat0.018364733
Severe Toxicity0.35022295
Toxic 0.75208336 Moderate Con 0.458 Identity Attack Insult Unverified_Claim
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Anyone that says yeah it’s not so bad I like Indian food just remember they wipe their asses with their bare hands and then make your food with no gloves they are fuckin gross with …
Anyone that says yeah it’s not so bad I like Indian food just remember they wipe their asses with their bare hands and then make your food with no gloves they are fuckin gross with food not to mention they want us to be like them rather than coming here to be like us
Inside Canada's Indian Invasion... · 93: Cluster #92
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.48627716
Profanity0.6643082
Threat0.08703069
Severe Toxicity0.35368225
Toxic 0.75208336 Moderate Con 0.379
Jan 27, 2026 Inside Canada's Indian Invasion...
4:15 Dude speaking nothing but truth Indians eat poo
4:15 Dude speaking nothing but truth Indians eat poo
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5130944
Profanity0.4381921
Threat0.045895394
Severe Toxicity0.34954423
Toxic 0.75208336 Low Con 0.273 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
DEPORT ?!!! WTF MAN SO DUMB
DEPORT ?!!! WTF MAN SO DUMB
Inside Canada's Indian Metropolis (Brampton) · 88: Cluster #87
Close reading → Discourse → Video sentiment →
Identity Attack0.09824528
Insult0.6677319
Profanity0.541926
Threat0.013424582
Severe Toxicity0.16960317
Toxic 0.75208336 Low Con 0.172 Insult Call_To_Action
Oct 3, 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.