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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: 0.7 – 1 1,756 comments · Page 64 of 71
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 …
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 …
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...
and........FK America
and........FK America
· 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.036235906
Insult0.13093494
Profanity0.5675591
Threat0.0048711533
Severe Toxicity0.00013574855
Toxic 0.72970116 Identity_Assertion
Dec 8, 2025
india is basically the rape capital of the world lol
india is basically the rape capital of the world lol
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6413409
Insult0.5130944
Profanity0.44249827
Threat0.2836219
Severe Toxicity0.35368225
Toxic 0.7252971 Low Con 0.124 Identity Attack Insult Unverified_Claim
Feb 27, 2026 2 likes Inside Canada's Indian Invasion...
Nobody tells that to your fucking govt. Before they issue visas like food stamps? It's not only the brown's or a particular race it's your govt. that has failed. See downtown Toronto, vancouver or probably …
Nobody tells that to your fucking govt. Before they issue visas like food stamps? It's not only the brown's or a particular race it's your govt. that has failed. See downtown Toronto, vancouver or probably any other province or city you got homeless white canadian's smoking phentanyl. I hope that's not canadian culture. Blame your system and not only immigrants. A lot of people from outside are the reasons you guys are surviving today, infact 90% of your country's economy based on immigration. Canada only has false hopes, joblessness and homelessness for everybody because the government has completely failed and is only running sham schemes to fill their pockets.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55011386
Insult0.6051471
Profanity0.64657205
Threat0.045572113
Severe Toxicity0.3532795
Toxic 0.7252971 Constructive 0.524 Identity Attack Insult Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
who let her in...get out diablo...she's not nice ...she's a mutt
who let her in...get out diablo...she's not nice ...she's a mutt
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.06658725
Insult0.6308392
Profanity0.46460027
Threat0.051067904
Severe Toxicity0.23224458
Toxic 0.7252971 Moderate Con 0.341 Insult Identity_Assertion
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
O lado bom é, o Canadá é uma merda e não pode piorar
O lado bom é, o Canadá é uma merda e não pode piorar
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5678696
Profanity0.70864636
Threat0.0113014765
Severe Toxicity0.23225316
Toxic 0.7252971 Low Con 0.256 Identity Attack Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Here's a comment for you. Totally remove our government, and remove every single Muslim from our country
Here's a comment for you. Totally remove our government, and remove every single Muslim from our country
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.7778623
Insult0.39743927
Profanity0.2263305
Threat0.52199906
Severe Toxicity0.35368225
Toxic 0.7252971 Low Con 0.283 Identity Attack Threat
Aug 31, 2025 1 likes Why Canadians Are Turning Against …
Вонючие и необразованные животные
Вонючие и необразованные животные
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.27701542
Insult0.71120167
Profanity0.41194582
Threat0.023544617
Severe Toxicity0.45895407
Toxic 0.7252971 Low Con 0.132 Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
They will put their speakers on from their arse then cry loudly under mics and put firecrackers inside their brownhole whenever a festival arrives 🖕🏻👳🏿‍♂️🕳️🩸
They will put their speakers on from their arse then cry loudly under mics and put firecrackers inside their brownhole whenever a festival arrives 🖕🏻👳🏿‍♂️🕳️🩸
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.17536941
Insult0.46476576
Profanity0.596623
Threat0.34804323
Severe Toxicity0.34966052
Toxic 0.7252971 Low Con 0.203 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
India is not shit whole
India is not shit whole
Inside Canada's Indian Metropolis (Brampton) · 34: Cluster #33
Close reading → Video sentiment →
Identity Attack0.38200524
Insult0.42881694
Profanity0.8186401
Threat0.008893564
Severe Toxicity0.16960317
Toxic 0.7252971 Low Con 0.292
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The white guy on the bike is a as ignorant as the next guy. Africa is a whole ass continent with 54 countries. Canada is one country. Rape is NOT part of African Culture intact …
The white guy on the bike is a as ignorant as the next guy. Africa is a whole ass continent with 54 countries. Canada is one country. Rape is NOT part of African Culture intact over 50% of rapes are white male aggressors
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6413409
Insult0.6308392
Profanity0.4840093
Threat0.15276608
Severe Toxicity0.34950548
Toxic 0.7252971 Moderate Con 0.398 Identity Attack Insult Moral_Argument
Mar 3, 2026 Inside Canada's Indian Invasion...
INDIA 🇮🇳 THE MOST HORRIBLE COUNTRY EVER ON EARTH
INDIA 🇮🇳 THE MOST HORRIBLE COUNTRY EVER ON EARTH
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6990888
Insult0.5739874
Profanity0.36230123
Threat0.13414288
Severe Toxicity0.45895407
Toxic 0.7252971 Low Con 0.211 Identity Attack Insult Identity_Assertion
Sep 28, 2025 IRCC Names India in Study …
Hoping Canada is still safe from the Islamic parasites that wrecked the UK
Hoping Canada is still safe from the Islamic parasites that wrecked the UK
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6990888
Insult0.6407567
Profanity0.2687007
Threat0.019918699
Severe Toxicity0.16960317
Toxic 0.7252971 Low Con 0.259 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Why are they worshipping canadian river or lake...it is not Ganga or Yamuna river...that is funny and embarrassing...educated idiots...i am a punjabi immigrant but that is idiotic..it should not be allowed and they should be …
Why are they worshipping canadian river or lake...it is not Ganga or Yamuna river...that is funny and embarrassing...educated idiots...i am a punjabi immigrant but that is idiotic..it should not be allowed and they should be fined for doing that..but oh wait it is against Canadian values where criminals can come to your home and victim gets charged for protecting his/her family
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.75027496
Profanity0.2963245
Threat0.013321015
Severe Toxicity0.05742428
Toxic 0.7252971 Moderate Con 0.487 Insult Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
They are missing because that's the liberal way. Drowning canada in brown,too resemble shit. Exactly where they are coming from.
They are missing because that's the liberal way. Drowning canada in brown,too resemble shit. Exactly where they are coming from.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.4931391
Insult0.56997263
Profanity0.65961236
Threat0.17964768
Severe Toxicity0.16960317
Toxic 0.7252971 Low Con 0.191 Insult
Sep 29, 2025 IRCC Names India in Study …
Indians are terrrible
Indians are terrrible
Inside Canada's Indian Invasion... · 70: Cluster #69
Close reading → Discourse → Video sentiment →
Identity Attack0.7426507
Insult0.5423875
Profanity0.33453682
Threat0.020609349
Severe Toxicity0.23224458
Toxic 0.7252971 Low Con 0.28 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I would never want my country too be like india. They are ridiculously dirty and proud
I would never want my country too be like india. They are ridiculously dirty and proud
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.69783735
Insult0.6149945
Profanity0.39409557
Threat0.01698343
Severe Toxicity0.24482845
Toxic 0.7252971 Moderate Con 0.393 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
It looks like a bunch of followers of this rebel news channel are some of the dumbest Canadians who just say stuff they don’t know or have evidence at all. Also these reporters are just …
It looks like a bunch of followers of this rebel news channel are some of the dumbest Canadians who just say stuff they don’t know or have evidence at all. Also these reporters are just garbage who are here to spread hate and conservatism.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.48915586
Insult0.7344449
Profanity0.24341469
Threat0.009048914
Severe Toxicity0.035007052
Toxic 0.7252971 Low Con 0.211 Insult
Nov 21, 2025 Thousands of refugees allowed into …
Reporting this tacky ass clickbait
Reporting this tacky ass clickbait
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.051353373
Insult0.47273466
Profanity0.6321197
Threat0.031314444
Severe Toxicity0.17926651
Toxic 0.7252971 Low Con 0.244 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh shit, ddnt know their were that much Indians in Ontario.
Oh shit, ddnt know their were that much Indians in Ontario.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5075293
Insult0.42881694
Profanity0.7673477
Threat0.0100069
Severe Toxicity0.16960317
Toxic 0.7252971 Moderate Con 0.363 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
damn bro, this white dude with the vest is going crazy against africans 😂😂
damn bro, this white dude with the vest is going crazy against africans 😂😂
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.5913144
Insult0.47787863
Profanity0.5722072
Threat0.08396416
Severe Toxicity0.26766825
Toxic 0.7252971 Low Con 0.231 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
https://youtu.be/dfsM9ljDGYA?si=qSWEEtWF5hjBNUgr Ugly immigrants freeloaders, perveed
https://youtu.be/dfsM9ljDGYA?si=qSWEEtWF5hjBNUgr Ugly immigrants freeloaders, perveed
Why Canadians Are Turning Against Immigrants. · 76: Cluster #75
Close reading → Video sentiment →
Identity Attack0.6220118
Insult0.65129566
Profanity0.39409557
Threat0.023026628
Severe Toxicity0.3476075
Toxic 0.7252971 Low Con 0.189 Identity Attack Insult
Aug 27, 2025 Why Canadians Are Turning Against …
Liberal minions screwed Canada and they’re still ministers in parliament even after they messed up because morons keep voting them in.
Liberal minions screwed Canada and they’re still ministers in parliament even after they messed up because morons keep voting them in.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.20483385
Insult0.7344449
Profanity0.39409557
Threat0.008505191
Severe Toxicity0.024678862
Toxic 0.7252971 Low Con 0.156 Insult Policy_Critique
Jan 20, 2026 1 likes Why Canada’s immigration system has …
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.