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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 54 of 1230
I seen a few Indians in Hyde Park London, having a poop 💩, these people are filthy.
I seen a few Indians in Hyde Park London, having a poop 💩, these people are filthy.
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.6798578
Profanity0.5188411
Threat0.023544617
Severe Toxicity0.34966052
Toxic 0.7570315 Moderate Con 0.353 Identity Attack Insult Fear_Threat
Mar 2, 2026 Inside Canada's Indian Invasion...
White christian should lead by example and say Fuck jesus and the bible and follow the Native culture and religion . Lets start by this then we can ask not white immigrant to do the …
White christian should lead by example and say Fuck jesus and the bible and follow the Native culture and religion . Lets start by this then we can ask not white immigrant to do the same
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.49151286
Profanity0.70864636
Threat0.06626215
Severe Toxicity0.35368225
Toxic 0.7570315 Low Con 0.197 Identity Attack Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
Yes! The kaffir culture is beyond fucked up…
Yes! The kaffir culture is beyond fucked up…
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5239335
Profanity0.7246992
Threat0.01254427
Severe Toxicity0.23226003
Toxic 0.7570315 Low Con 0.24 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
You know what this is a stupid video What are you Maga, if so go over to usa with the others. We will keep immigrants and you can go worsip the orange bigot
You know what this is a stupid video What are you Maga, if so go over to usa with the others. We will keep immigrants and you can go worsip the orange bigot
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.67735565
Profanity0.40670946
Threat0.03856628
Severe Toxicity0.16960317
Toxic 0.7570315 Low Con 0.166 Insult Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
2:08 "the country they lived in is a shithole" now this is becuase of us we should never let our own country down so much that others call it shithole
2:08 "the country they lived in is a shithole" now this is becuase of us we should never let our own country down so much that others call it shithole
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.31015682
Insult0.5130944
Profanity0.6643082
Threat0.011767523
Severe Toxicity0.23225488
Toxic 0.7570315 Moderate Con 0.4 Insult Moral_Argument
Oct 14, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
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 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 …
Putting those digusting Indian idols in Canada is disgusting, disrespectful and disgraceful. They are bringing the curse to Canada.
Putting those digusting Indian idols in Canada is disgusting, disrespectful and disgraceful. They are bringing the curse to Canada.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6637263
Insult0.68668073
Profanity0.33141375
Threat0.03165977
Severe Toxicity0.23223428
Toxic 0.75208336 Low Con 0.294 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
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 …
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)
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...
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 …
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...
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 …
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)
Man you’re a pig 🐷! India has many many languages cultures and types of different ethinic groups . Yes they’re are very primitive cultures in india also and very modern people also in the millions …
Man you’re a pig 🐷! India has many many languages cultures and types of different ethinic groups . Yes they’re are very primitive cultures in india also and very modern people also in the millions some are very poor and some middle class some very rich but you cannot put them all in one basket just like the western countries you have incest inbred people , look at small towns they’re full of inbred people worshiping snakes in churches in some southern states some have sex with animals like dogs and some live with dolls 😂, satan worship and sacrificing for rituals etc….. you cannot judge a society like that . Indians in general are very successful immigrants if you look at the charts but yes there’s some bad apples in all communities . But just like west is not one society but a mixture of many cultures and languages and taboo cultures , india is same like that big country with many different ppl . 😂😂😂
Inside Canada's Indian Invasion... · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.6677319
Profanity0.4840093
Threat0.16067244
Severe Toxicity0.45895407
Toxic 0.75208336 Moderate Con 0.487 Identity Attack Insult Moral_Argument
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
REMOVE ALL WOMEN FROM GOVERNMENT AND THIS GARBAGE ENDS
REMOVE ALL WOMEN FROM GOVERNMENT AND THIS GARBAGE ENDS
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6458014
Insult0.6051471
Profanity0.36602396
Threat0.44942492
Severe Toxicity0.26766825
Toxic 0.75208336 Low Con 0.085 Identity Attack Insult
Oct 1, 2025 1 likes IRCC Names India in Study …
INDIA = POO...and they can't stand even their own poo..that's why they run from India to make new POO to others....I don't know how that goes..I didn't say it it's that caucasoid ......5:47 😂how we …
INDIA = POO...and they can't stand even their own poo..that's why they run from India to make new POO to others....I don't know how that goes..I didn't say it it's that caucasoid ......5:47 😂how we in Africa we have down syndrome according to this caucasoid....mmmmmm ..hh whatever...he said all Africa are just terrible people mmmmm
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.5935568
Profanity0.41194582
Threat0.05430072
Severe Toxicity0.45510182
Toxic 0.75208336 Moderate Con 0.325 Identity Attack Insult Unverified_Claim
Jan 29, 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...
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 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...
This is piss poor reporting and why Tyler will never make it as a serious journalist. He just goes around the world being racist. A real loser
This is piss poor reporting and why Tyler will never make it as a serious journalist. He just goes around the world being racist. A real loser
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.11280017
Insult0.755201
Profanity0.38063943
Threat0.009929225
Severe Toxicity0.06101104
Toxic 0.75208336 Low Con 0.18 Insult Policy_Critique
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
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...
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.