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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 101 of 189
Грязные цыгане
Грязные цыгане
Inside Canada's Indian Invasion... · 322: Cluster #321
Close reading → Discourse → Video sentiment →
Identity Attack0.5983441
Insult0.6051471
Profanity0.29209393
Threat0.012596053
Severe Toxicity0.35368225
Moderate 0.63782936 Low Con 0.191 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
socialism is like a garbage dump it draws a lot of rats
socialism is like a garbage dump it draws a lot of rats
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.34000012
Insult0.62169385
Profanity0.3866461
Threat0.011353259
Severe Toxicity0.042180564
Moderate 0.63782936 Low Con 0.139 Insult
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
I feel bad and disappointed to see 🇨🇦 and a true Canadian . Canada have been colonized by these fraud scam criminals . Bravo 👏👏👏 Liberal GOVT. for your hard work to import Harbour and …
I feel bad and disappointed to see 🇨🇦 and a true Canadian . Canada have been colonized by these fraud scam criminals . Bravo 👏👏👏 Liberal GOVT. for your hard work to import Harbour and destroy Canada for your political benefits. Shame on you, hypocrites politicians.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.2964622
Insult0.67254376
Profanity0.094542764
Threat0.013528148
Severe Toxicity0.023076924
Moderate 0.63782936 Moderate Con 0.399 Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Immigration has killed Canada, and its God dame disgusting
Immigration has killed Canada, and its God dame disgusting
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.5678696
Profanity0.22663295
Threat0.18597278
Severe Toxicity0.16960317
Moderate 0.63782936 Low Con 0.206 Identity Attack Insult
Aug 29, 2025 Why Canadians Are Turning Against …
To the good fellow Canadians. It's still in our hands. Do not hire an immigrant without citizenship. Just don't anymore. Don't hire a new Indian. You can vet their desire to assimilate to our Canadian …
To the good fellow Canadians. It's still in our hands. Do not hire an immigrant without citizenship. Just don't anymore. Don't hire a new Indian. You can vet their desire to assimilate to our Canadian culture by having them speak to a reliable older immigrant that you already know and trust. Do not hire someone through a reference otherwise. Keep supporting our own people. Do it quietly. These dirty bastards will leave
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.6407567
Profanity0.42990944
Threat0.0347677
Severe Toxicity0.13336399
Moderate 0.63782936 Constructive 0.608 Identity Attack Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Our government fk’d up big time!!! Those officials should be shipped out with the garbage!!!
Our government fk’d up big time!!! Those officials should be shipped out with the garbage!!!
Why Canadians Are Turning Against Immigrants. · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.047706615
Insult0.57566804
Profanity0.44431314
Threat0.019746035
Severe Toxicity0.03590374
Moderate 0.63782936 Low Con 0.125 Insult Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
Some people think Sikhs are good law abifjn citizens but they practice arranged marriages...saw a BBC documentary about a girl who was raped and killed by her uncle and cousin because she refused to marry …
Some people think Sikhs are good law abifjn citizens but they practice arranged marriages...saw a BBC documentary about a girl who was raped and killed by her uncle and cousin because she refused to marry an older man that her parents selected for her...very sad shit 😢
Inside Canada's Indian Invasion... · 22: Cluster #21
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.47630358
Profanity0.541926
Threat0.34913966
Severe Toxicity0.34189755
Moderate 0.6342749 Constructive 0.677
Jan 27, 2026 Inside Canada's Indian Invasion...
Deport all Indians from Canada
Deport all Indians from Canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.71720207
Insult0.344702
Profanity0.19032755
Threat0.2836219
Severe Toxicity0.16960317
Moderate 0.6342749 Low Con 0.227 Identity Attack Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Im sick of everything about these people. I hate their annoying voices,smells,and delusional idea of self-worth. Go back to your garbage pile and make it beautiful if you really are such a smart group of …
Im sick of everything about these people. I hate their annoying voices,smells,and delusional idea of self-worth. Go back to your garbage pile and make it beautiful if you really are such a smart group of people.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.61794597
Profanity0.29209393
Threat0.03373172
Severe Toxicity0.024678862
Moderate 0.6342749 Low Con 0.259 Insult
Oct 1, 2025 2 likes IRCC Names India in Study …
You became disgusting MR TYLER
You became disgusting MR TYLER
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.028628819
Insult0.65231085
Profanity0.22703624
Threat0.009100696
Severe Toxicity0.023076924
Moderate 0.6342749 Low Con 0.19 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Shameless racists
Shameless racists
Inside Canada's Indian Metropolis (Brampton) · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.6149945
Profanity0.2963245
Threat0.014911477
Severe Toxicity0.13863131
Moderate 0.6342749 Low Con 0.292 Insult Meta_Commentary
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The guy on the bike said rape is allowed in African culture 😂😂😂 when it is allowed in 🇮🇳 and 🕉️ what a 🤡 🐖
The guy on the bike said rape is allowed in African culture 😂😂😂 when it is allowed in 🇮🇳 and 🕉️ what a 🤡 🐖
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.4339631
Profanity0.4131548
Threat0.40348873
Severe Toxicity0.35368225
Moderate 0.6342749 Low Con 0.228 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Liberal academia has FLOPPED! Immigration policy-FLOP environmental policy-FLOP Economics-FLOP Trade negotiations-FLOP Foreign policy-FLOP ...O, and trans are killing people. Liberals are devils. Accept it.
Liberal academia has FLOPPED! Immigration policy-FLOP environmental policy-FLOP Economics-FLOP Trade negotiations-FLOP Foreign policy-FLOP ...O, and trans are killing people. Liberals are devils. Accept it.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5516043
Insult0.5723624
Profanity0.2761231
Threat0.31721663
Severe Toxicity0.14389864
Moderate 0.6342749 Low Con 0.131 Identity Attack Insult Policy_Critique
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
I like how this comment section is a safe space for racist losers who drool over Tyler's dishonest videos...
I like how this comment section is a safe space for racist losers who drool over Tyler's dishonest videos...
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.18705739
Insult0.65129566
Profanity0.18786818
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.6342749 Low Con 0.229 Insult Meta_Commentary
Feb 16, 2026 14 likes Inside Canada's Indian Invasion...
Proudly brought to you by Left wing lunatics.
Proudly brought to you by Left wing lunatics.
Inside Canada's Indian Metropolis (Brampton) · 329: Cluster #328
Close reading → Discourse → Video sentiment →
Identity Attack0.26494437
Insult0.67254376
Profanity0.16729468
Threat0.008336896
Severe Toxicity0.020386212
Moderate 0.6342749 Low Con 0.13 Insult Policy_Critique
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Husband and I make 4 grand and our rent is 2200 for our 3 person family. Groceries, gas, everything is painstakingly expensive. I can't even give my kids what my dad could with less money, …
Husband and I make 4 grand and our rent is 2200 for our 3 person family. Groceries, gas, everything is painstakingly expensive. I can't even give my kids what my dad could with less money, 2 cars and a house. It's bullshit.
Why Canadians Are Turning Against Immigrants. · 148: Cluster #147
Close reading → Video sentiment →
Identity Attack0.008694496
Insult0.3388922
Profanity0.7246992
Threat0.0082074385
Severe Toxicity0.023692908
Moderate 0.6342749 Constructive 0.645
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Bro, that accent and gentle voice when you were being smuggled, damn! XD
Bro, that accent and gentle voice when you were being smuggled, damn! XD
Inside Canada's Indian Invasion... · 178: Cluster #177
Close reading → Discourse → Video sentiment →
Identity Attack0.027614836
Insult0.34782293
Profanity0.64657205
Threat0.025443908
Severe Toxicity0.10702737
Moderate 0.6342749 Moderate Con 0.456 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Mark Carney and his liberal brain-dead twits are gonna call you racist.
Mark Carney and his liberal brain-dead twits are gonna call you racist.
Inside Canada's Indian Invasion... · 256: Cluster #255
Close reading → Discourse → Video sentiment →
Identity Attack0.3857254
Insult0.66500133
Profanity0.28593817
Threat0.029587816
Severe Toxicity0.048457388
Moderate 0.6342749 Low Con 0.119 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Reality is that the whites got lost to the brainpower and hardwork of Indians . Thats the reson you see the CEOs of google and microsoft are from India. Keep crying loosers😂
Reality is that the whites got lost to the brainpower and hardwork of Indians . Thats the reson you see the CEOs of google and microsoft are from India. Keep crying loosers😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5698139
Insult0.5935568
Profanity0.33453682
Threat0.031314444
Severe Toxicity0.16960317
Moderate 0.6342749 Low Con 0.178 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
This video proves that ICE is doing a good job for Americans and all liberals are retar ded
This video proves that ICE is doing a good job for Americans and all liberals are retar ded
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.6336687
Profanity0.40929472
Threat0.01238892
Severe Toxicity0.08332442
Moderate 0.6342749 Low Con 0.263 Insult Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Oh fuck (Born and raised in Brampton 🤦🏻‍♂️)
Oh fuck (Born and raised in Brampton 🤦🏻‍♂️)
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.06567776
Insult0.25205973
Profanity0.8089582
Threat0.009799767
Severe Toxicity0.16960317
Moderate 0.6342749 Low Con 0.298 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
From Western Sydney to Sacramento California fuq the invasion it's Western Culture
From Western Sydney to Sacramento California fuq the invasion it's Western Culture
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.39773783
Insult0.42367843
Profanity0.6242122
Threat0.016465442
Severe Toxicity0.19149859
Moderate 0.6342749 Low Con 0.292
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
SEEN YOUR vid from @theplebreporter. YOUR SO CRAZY BRO!!! THANK YOU FOR EXPODING CSNSDIAN CRIME!!!!
SEEN YOUR vid from @theplebreporter. YOUR SO CRAZY BRO!!! THANK YOU FOR EXPODING CSNSDIAN CRIME!!!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.09245483
Insult0.5101222
Profanity0.2801717
Threat0.05171447
Severe Toxicity0.16960317
Moderate 0.6342749 Moderate Con 0.378 Insult Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Make your khalistaan in Canada 🇨🇦 Khalistaanis are terrorists
Make your khalistaan in Canada 🇨🇦 Khalistaanis are terrorists
Inside Canada's Indian Invasion... · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.6778536
Insult0.6120431
Profanity0.36225098
Threat0.34804323
Severe Toxicity0.46947223
Moderate 0.6342749 Low Con 0.152 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Another fact if a skilled immigrant like a Doctor come to Canada under a skilled immigrant program , apply wait in home country and gets his PR before coming.. the doc need to show funds …
Another fact if a skilled immigrant like a Doctor come to Canada under a skilled immigrant program , apply wait in home country and gets his PR before coming.. the doc need to show funds to support him/her and the family. He/she gets shit from the Govt , the Doc has to spend his/her own money to get credentials recognized, go back to uni at own cost . While asylum seekers gets everything free doing shit all day.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2949366
Insult0.5130944
Profanity0.6242122
Threat0.010343489
Severe Toxicity0.052044146
Moderate 0.6342749 Constructive 0.501 Insult Policy_Critique
Feb 25, 2026 1 likes LILLEY UNLEASHED: The fall of …
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.