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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 155 of 189
I work full time and make less than 50K, and my taxes are going to pay for this garbage?
I work full time and make less than 50K, and my taxes are going to pay for this garbage?
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.009767435
Insult0.5723624
Profanity0.19524631
Threat0.008841781
Severe Toxicity0.013995127
Moderate 0.54823303 Moderate Con 0.396 Insult
Feb 21, 2020 3 likes How much do refugees and …
The most useless 3 stooges - Fraser , Miller and now Diab. Be honest get rid of people whom don't belong here, reduce the numbers , clear the backlog and let's bring back manageable numbers …
The most useless 3 stooges - Fraser , Miller and now Diab. Be honest get rid of people whom don't belong here, reduce the numbers , clear the backlog and let's bring back manageable numbers of honest applicants whom deserve to be here and will contribute. How hard is that? So sick of the racist rant and many immigrants I know that followed the rules to come cannot stand the Liberal mantra.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.29951343
Insult0.58196646
Profanity0.1067334
Threat0.026307223
Severe Toxicity0.023076924
Moderate 0.54823303 Constructive 0.517 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Canada is cucked
Canada is cucked
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.4453683
Insult0.48313886
Profanity0.43272525
Threat0.0097738765
Severe Toxicity0.043077253
Moderate 0.54823303 Low Con 0.253
Sep 20, 2025 10 likes Inside Canada's Indian Metropolis (Brampton)
Thanks Trudeau 🖕🏻 deport them all
Thanks Trudeau 🖕🏻 deport them all
Inside Canada's Indian Metropolis (Brampton) · 110: Cluster #109
Close reading → Discourse → Video sentiment →
Identity Attack0.25309357
Insult0.5130944
Profanity0.28708664
Threat0.28890648
Severe Toxicity0.08069076
Moderate 0.54823303 Low Con 0.243 Insult Call_To_Action
Oct 28, 2025 Inside Canada's Indian Metropolis (Brampton)
and now the cumskins think they are superior
and now the cumskins think they are superior
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.37507164
Insult0.4339631
Profanity0.43272525
Threat0.011819307
Severe Toxicity0.12282934
Moderate 0.54823303 Low Con 0.136 Identity_Assertion
Feb 6, 2026 3 likes Inside Canada's Indian Invasion...
More brown filth. Thank you Liberal voters.
More brown filth. Thank you Liberal voters.
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5130944
Profanity0.20808282
Threat0.0100069
Severe Toxicity0.023505108
Moderate 0.54823303 Low Con 0.198 Insult Identity_Assertion
Sep 28, 2025 1 likes How Canada broke its immigration …
It's pun-jab not poon-jab you dirty minded guy😂 poontang
It's pun-jab not poon-jab you dirty minded guy😂 poontang
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.12440576
Insult0.6051471
Profanity0.39842105
Threat0.04880493
Severe Toxicity0.20373066
Moderate 0.54823303 Low Con 0.17 Insult Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
These Indians need to go back to their own country
These Indians need to go back to their own country
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.35505778
Profanity0.17148167
Threat0.07093142
Severe Toxicity0.104393706
Moderate 0.54823303 Low Con 0.194 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The police, politicians, and civilians are afraid of Islam and don't want to confront it. Cowards can't defend their people and country 😤 😒 😂
The police, politicians, and civilians are afraid of Islam and don't want to confront it. Cowards can't defend their people and country 😤 😒 😂
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.54471385
Profanity0.1719469
Threat0.019055385
Severe Toxicity0.023076924
Moderate 0.54823303 Low Con 0.229 Insult
Dec 24, 2025 1 likes Deportations From Canada at Their …
The younger generation of East Indians are very rude and disrespectful, they don't wash their hands.
The younger generation of East Indians are very rude and disrespectful, they don't wash their hands.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.57150364
Insult0.49389273
Profanity0.240511
Threat0.034422375
Severe Toxicity0.11492836
Moderate 0.54823303 Constructive 0.504 Identity Attack
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Ban their book! Their book is against Christian and other religions! English - Muhsin Khan 6. Verily, those who disbelieve (in the religion of Islam, the Quran and Prophet Muhammad (Peace be upon him)) from …
Ban their book! Their book is against Christian and other religions! English - Muhsin Khan 6. Verily, those who disbelieve (in the religion of Islam, the Quran and Prophet Muhammad (Peace be upon him)) from among the people of the Scripture (Jews and Christians) and Al-Mushrikun will abide in the Fire of Hell. They are the worst of creatures. Al-Bayyinah | Surah 98 verse 6
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.57150364
Insult0.4125297
Profanity0.33141375
Threat0.2836219
Severe Toxicity0.16960317
Moderate 0.54823303 Low Con 0.192 Identity Attack
Aug 26, 2025 Why Canadians Are Turning Against …
West is under invasion by three sides Muslims, Indians and Blacks 😢
West is under invasion by three sides Muslims, Indians and Blacks 😢
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6220118
Insult0.36798462
Profanity0.20916378
Threat0.049128212
Severe Toxicity0.16960317
Moderate 0.54823303 Low Con 0.2 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
To that Portuguese guy, Indians do need visa ,they still have to provide proof that they can support their family, they still need to provide proof that they meet minimum language equirement and also proof …
To that Portuguese guy, Indians do need visa ,they still have to provide proof that they can support their family, they still need to provide proof that they meet minimum language equirement and also proof of tax paid so shut up.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.38200524
Insult0.5130944
Profanity0.20700185
Threat0.021300001
Severe Toxicity0.023076924
Moderate 0.54823303 Low Con 0.272 Insult Policy_Critique
Oct 30, 2025 Inside Canada's Indian Metropolis (Brampton)
The government is the most corrupt, the police, the courts are thieves and scoundrels. Everyone there should be jailed for corruption.
The government is the most corrupt, the police, the courts are thieves and scoundrels. Everyone there should be jailed for corruption.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.1294935
Insult0.57787937
Profanity0.18786818
Threat0.10389658
Severe Toxicity0.023076924
Moderate 0.54823303 Low Con 0.17 Insult
Nov 23, 2025 Quebec Ends Economic Immigration Program …
Canada is screwed. At least we have Trump who can put the brakes to all these far left policies, Canada does not.
Canada is screwed. At least we have Trump who can put the brakes to all these far left policies, Canada does not.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.39461556
Insult0.5208188
Profanity0.3866461
Threat0.009178371
Severe Toxicity0.023458159
Moderate 0.54823303 Moderate Con 0.317 Insult Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
So basically, they smuggling meal in itself in Canada and Canadian government liberal piece of shit doesn’t do anything that’s how strong country you are. You cannot stop the illegal people and give them free …
So basically, they smuggling meal in itself in Canada and Canadian government liberal piece of shit doesn’t do anything that’s how strong country you are. You cannot stop the illegal people and give them free apartments free everything and the debt just doubled in five years.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28883415
Insult0.4986907
Profanity0.47435758
Threat0.013372798
Severe Toxicity0.0394905
Moderate 0.54823303 Low Con 0.193 Policy_Critique
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
Not immigrants….INDIANS is who were sick and tired of seeing in this country
Not immigrants….INDIANS is who were sick and tired of seeing in this country
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.58354634
Insult0.46923602
Profanity0.14754629
Threat0.011689849
Severe Toxicity0.070156105
Moderate 0.54823303 Moderate Con 0.334 Identity Attack
Aug 27, 2025 Why Canadians Are Turning Against …
they wouldnt sneak in the greatest country of the world - just crappy usa
they wouldnt sneak in the greatest country of the world - just crappy usa
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.53014356
Profanity0.3496935
Threat0.010343489
Severe Toxicity0.023599008
Moderate 0.54823303 Low Con 0.127 Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Seeeeeee white people. That’s what happens when you’re not kind to Native Americans and Black people that you used 🤪 it’s like on the freeway when you cut somebody off and then somebody else cuts …
Seeeeeee white people. That’s what happens when you’re not kind to Native Americans and Black people that you used 🤪 it’s like on the freeway when you cut somebody off and then somebody else cuts you off 😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.35016364
Profanity0.26098207
Threat0.38377953
Severe Toxicity0.16960317
Moderate 0.54823303 Low Con 0.297 Identity Attack Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Everything you eat in India has some kind of 💩 mixed in it.😢
Everything you eat in India has some kind of 💩 mixed in it.😢
Inside Canada's Indian Invasion... · 93: Cluster #92
Close reading → Discourse → Video sentiment →
Identity Attack0.48990932
Insult0.39297962
Profanity0.39409557
Threat0.010421164
Severe Toxicity0.16960317
Moderate 0.54823303 Low Con 0.239 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The folks without homes need to go hang at the temples!
The folks without homes need to go hang at the temples!
Inside Canada's Indian Metropolis (Brampton) · 141: Cluster #140
Close reading → Video sentiment →
Identity Attack0.458714
Insult0.24928534
Profanity0.19401662
Threat0.5500652
Severe Toxicity0.19149859
Moderate 0.54823303 Low Con 0.136 Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
4:08 it's the upper class who actually eat the 💩 by the way
4:08 it's the upper class who actually eat the 💩 by the way
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.15731181
Insult0.34101152
Profanity0.41031027
Threat0.030969119
Severe Toxicity0.056527592
Moderate 0.54823303 Low Con 0.226 Humor_Satire
Feb 12, 2026 Inside Canada's Indian Invasion...
Shameful Indians who are misusing the Canadian Visa system
Shameful Indians who are misusing the Canadian Visa system
IRCC Names India in Study Permit Fraud | … · 272: Cluster #271
Close reading → Video sentiment →
Identity Attack0.57150364
Insult0.47384647
Profanity0.16031636
Threat0.010887212
Severe Toxicity0.024960563
Moderate 0.54823303 Low Con 0.216 Identity Attack
Sep 28, 2025 IRCC Names India in Study …
Damn, as a portuguese from Lisbon i wonder why tyler says he came from here xP is it bcus we knowned to be europe door for illegals? x.x
Damn, as a portuguese from Lisbon i wonder why tyler says he came from here xP is it bcus we knowned to be europe door for illegals? x.x
Inside Canada's Indian Invasion... · 158: Cluster #157
Close reading → Discourse → Video sentiment →
Identity Attack0.36803186
Insult0.344702
Profanity0.542788
Threat0.013476364
Severe Toxicity0.07542343
Moderate 0.54823303 Constructive 0.531 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
This guy Tyler is so comfortable with the Africans hate. What you mean Africans have low IQ. Africans are in the top job offices lol, ironically says a lot about your IQ. It’s 2026,get informed …
This guy Tyler is so comfortable with the Africans hate. What you mean Africans have low IQ. Africans are in the top job offices lol, ironically says a lot about your IQ. It’s 2026,get informed dummy
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.22321637
Threat0.011482717
Severe Toxicity0.02449106
Moderate 0.54325575 Low Con 0.211 Identity Attack Insult Moral_Argument
Jan 27, 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.