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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 146 of 1230
I'll never respect or understand people who move countries and don't lift a finger to fit in. Pure scum behavior. The Canadian govt has A LOT to answer for.
I'll never respect or understand people who move countries and don't lift a finger to fit in. Pure scum behavior. The Canadian govt has A LOT to answer for.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.17925262
Insult0.6149945
Profanity0.2268346
Threat0.0091524795
Severe Toxicity0.02077355
Moderate 0.56269526 Moderate Con 0.396 Insult
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Washington state has been invaded by India too. We call it "little india" now and its absolutely disgusting
Washington state has been invaded by India too. We call it "little india" now and its absolutely disgusting
Inside Canada's Indian Invasion... · 138: Cluster #137
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.5130944
Profanity0.22673377
Threat0.014048163
Severe Toxicity0.024960563
Moderate 0.56269526 Moderate Con 0.324 Identity Attack Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Love how Canada quietly decided that a driver's license in India and Bangladesh were the equal to ours that requires zero testing. What a clown show of a country.
Love how Canada quietly decided that a driver's license in India and Bangladesh were the equal to ours that requires zero testing. What a clown show of a country.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.6120431
Profanity0.078378424
Threat0.0074954215
Severe Toxicity0.014447021
Moderate 0.55739564 Low Con 0.195 Insult Policy_Critique
Jan 21, 2026 26 likes Why Canada’s immigration system has …
wow, some people are hyprocrites! aren't they europeans? why are they in canada? if they can be here then we can be here too.
wow, some people are hyprocrites! aren't they europeans? why are they in canada? if they can be here then we can be here too.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.34649673
Insult0.6120431
Profanity0.08193458
Threat0.007741391
Severe Toxicity0.016964722
Moderate 0.55739564 Low Con 0.276 Insult
Jan 9, 2026 Inside Canada's Indian Metropolis (Brampton)
These rednecks had generations to make something of themselves. That one poor looking white guy in the beginning should be ashamed of his ancestors for not making his life easier. My dad came in 1974 …
These rednecks had generations to make something of themselves. That one poor looking white guy in the beginning should be ashamed of his ancestors for not making his life easier. My dad came in 1974 from India and worked his ass off. Drive a truck, taxi, and worked construction. Now I’m a CPA and my brother is a bloody doctor. No joke. In 1 generation. That’s how it’s done. It’s their own fault. They couldn’t make something of it, so we will. If you don’t like it, then just do what you tell us to do: get out.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.50515765
Insult0.5497792
Profanity0.44431314
Threat0.0475118
Severe Toxicity0.16960317
Moderate 0.55739564 Constructive 0.598 Identity Attack Insult Personal_Narrative
Feb 1, 2026 3 likes Inside Canada's Indian Metropolis (Brampton)
Thrall in Vancouver BC India garbage😅
Thrall in Vancouver BC India garbage😅
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.5678696
Profanity0.36230123
Threat0.016292779
Severe Toxicity0.16960317
Moderate 0.55739564 Low Con 0.183 Insult Identity_Assertion
Sep 29, 2025 1 likes IRCC Names India in Study …
Sikhs are awesome people very friendly and hardworking it’s the Hindus who are dirty and cause trouble and have a 50ft monkey god statue for no reason
Sikhs are awesome people very friendly and hardworking it’s the Hindus who are dirty and cause trouble and have a 50ft monkey god statue for no reason
Inside Canada's Indian Invasion... · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.5130944
Profanity0.32299677
Threat0.029933142
Severe Toxicity0.16960317
Moderate 0.55739564 Moderate Con 0.462 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Some people still vote liberal they are like sheep!
Some people still vote liberal they are like sheep!
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.6051471
Profanity0.20592089
Threat0.009696201
Severe Toxicity0.023076924
Moderate 0.55739564 Low Con 0.229 Insult Identity_Assertion
Feb 22, 2026 1 likes LILLEY UNLEASHED: The fall of …
Liberal dimwits are importing their new voting base ...👳🏿‍♂️🗿🥷🏾🥷🏿🥷🏽🗿🦍💨
Liberal dimwits are importing their new voting base ...👳🏿‍♂️🗿🥷🏾🥷🏿🥷🏽🗿🦍💨
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.6099415
Profanity0.33141375
Threat0.009256045
Severe Toxicity0.023411209
Moderate 0.55739564 Low Con 0.235 Insult Identity_Assertion
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
How tf Africans catch a stray on a video about Indian immigrants? 😅
How tf Africans catch a stray on a video about Indian immigrants? 😅
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.38406035
Profanity0.44752163
Threat0.029587816
Severe Toxicity0.16960317
Moderate 0.55739564 Low Con 0.217 Identity Attack Humor_Satire
Jan 27, 2026 31 likes Inside Canada's Indian Invasion...
Give ppl an inch, they turn your country into a poop hole
Give ppl an inch, they turn your country into a poop hole
Inside Canada's Indian Invasion... · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.23239216
Insult0.46476576
Profanity0.4401715
Threat0.044925548
Severe Toxicity0.029626917
Moderate 0.55739564 Low Con 0.155 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
What a disgusting culture.
What a disgusting culture.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4054415
Insult0.5332045
Profanity0.22321637
Threat0.008738215
Severe Toxicity0.023076924
Moderate 0.55739564 Low Con 0.253 Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Tyler is flat out RACIST, funny thing is he looks more Asian than white.
Tyler is flat out RACIST, funny thing is he looks more Asian than white.
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.5015486
Profanity0.20375896
Threat0.0100069
Severe Toxicity0.02604016
Moderate 0.55739564 Low Con 0.249 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Can't wait to watch this. As a Canadian, absolutely nothing makes (most of) us angrier than this _disgusting_ third-world invasion. 👎
Can't wait to watch this. As a Canadian, absolutely nothing makes (most of) us angrier than this _disgusting_ third-world invasion. 👎
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.50515604
Insult0.54471385
Profanity0.15635987
Threat0.010239923
Severe Toxicity0.023106033
Moderate 0.55739564 Moderate Con 0.401 Identity Attack Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Sending all Indian who came in Canada in the last two three years they will ruin our country, you and I have to pay for Thier social assistance and health care,all scammer a Came Canada
Sending all Indian who came in Canada in the last two three years they will ruin our country, you and I have to pay for Thier social assistance and health care,all scammer a Came Canada
Why Canadians Are Turning Against Immigrants. · 124: Cluster #123
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5130944
Profanity0.12374964
Threat0.050744623
Severe Toxicity0.08332442
Moderate 0.55739564 Moderate Con 0.31 Identity Attack Insult Unverified_Claim
Aug 27, 2025 Why Canadians Are Turning Against …
All Indians should go back to their country, the time for returning home has come.
All Indians should go back to their country, the time for returning home has come.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.36709076
Profanity0.15019037
Threat0.11616269
Severe Toxicity0.16960317
Moderate 0.55739564 Low Con 0.253 Identity Attack Call_To_Action
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
A room full of women........wtf!
A room full of women........wtf!
IRCC Names India in Study Permit Fraud | … · 285: Cluster #284
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.40243408
Profanity0.5365423
Threat0.010964886
Severe Toxicity0.029626917
Moderate 0.55739564 Moderate Con 0.303 Identity_Assertion
Nov 16, 2025 IRCC Names India in Study …
Ugh, makes my heart hurt about that white racist man speaking. My kudos to you for being able to listen to that without vomiting.
Ugh, makes my heart hurt about that white racist man speaking. My kudos to you for being able to listen to that without vomiting.
Inside Canada's Indian Invasion... · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.54151535
Insult0.5130944
Profanity0.24910301
Threat0.01187109
Severe Toxicity0.023552058
Moderate 0.55739564 Constructive 0.555 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
10 people. , That's all you can do. Bro the Police are useless
10 people. , That's all you can do. Bro the Police are useless
Canadian immigration officers investigating hundreds identified by extortion … · 133: Cluster #132
Close reading → Discourse → Video sentiment →
Identity Attack0.19890837
Insult0.6051471
Profanity0.2337357
Threat0.012906751
Severe Toxicity0.019611536
Moderate 0.55739564 Moderate Con 0.331 Insult Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
You can blame Doug Ford for the sky high rents, because he helped his corporate buddies. Get that were landlords, he took off rent So you can thank Doug Ford for that one. And as …
You can blame Doug Ford for the sky high rents, because he helped his corporate buddies. Get that were landlords, he took off rent So you can thank Doug Ford for that one. And as far as jobs go, you can think mark Carney, the successor of the supremely, crooked Liberal Party from Justin Trudeau. To another idiot bleeding the blind leading the blind of Liberal Party. They're the ones that allowed all these illegal immigrants in here to stay. We need mass deportations, maybe it's time to become part of the fifty first state.Let trump do his mass deportations and waive these illegal pieces of garbage foreign workers bye.Bye
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.27340925
Insult0.6308392
Profanity0.22542313
Threat0.035803676
Severe Toxicity0.023076924
Moderate 0.55739564 Moderate Con 0.391 Insult Policy_Critique
Sep 9, 2025 Why Canadians Are Turning Against …
This woman is lying and uneducated, covering for students
This woman is lying and uneducated, covering for students
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.37879246
Insult0.5678696
Profanity0.21024476
Threat0.009204263
Severe Toxicity0.023076924
Moderate 0.55739564 Low Con 0.153 Insult
Sep 28, 2025 IRCC Names India in Study …
4:52 Im literally alone in my room laughing my ass off. This guy has no filter. Not the mentality most americans picture a canadian having. He does make some sense though.
4:52 Im literally alone in my room laughing my ass off. This guy has no filter. Not the mentality most americans picture a canadian having. He does make some sense though.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.25817248
Insult0.27558193
Profanity0.5013569
Threat0.012285355
Severe Toxicity0.037697118
Moderate 0.55739564 Moderate Con 0.447 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Those Indians girls be so horny they be hot and ready when they come here and see different flavor men keep the women semd back the men
Those Indians girls be so horny they be hot and ready when they come here and see different flavor men keep the women semd back the men
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.28997475
Profanity0.4170448
Threat0.0824309
Severe Toxicity0.16960317
Moderate 0.55739564 Low Con 0.284 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
Its disgusting . That this people invading other country. Bringing their coulture in other country and changing place because of their bullahit.
Its disgusting . That this people invading other country. Bringing their coulture in other country and changing place because of their bullahit.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.48949075
Insult0.5130944
Profanity0.40558428
Threat0.013321015
Severe Toxicity0.16960317
Moderate 0.55739564 Low Con 0.283 Insult
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
Do what we do in russia, Crack their heads open!!!!
Do what we do in russia, Crack their heads open!!!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.21668483
Insult0.3393024
Profanity0.18356428
Threat0.5940531
Severe Toxicity0.16960317
Moderate 0.55739564 Low Con 0.235 Threat Fear_Threat
Feb 4, 2026 1 likes 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.