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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 47 of 189
All I can say is, THANK YOU President Donald Trump for shutting down the borders, I don’t want these people in the USA, why are they coming here and leaving their SHIT hole country?
All I can say is, THANK YOU President Donald Trump for shutting down the borders, I don’t want these people in the USA, why are they coming here and leaving their SHIT hole country?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5678696
Profanity0.6983885
Threat0.023889944
Severe Toxicity0.3536391
Toxic 0.7701451 Moderate Con 0.416 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
deport all indians they destroy your contry like they destroyed is own country with garbage and lak of higiene
deport all indians they destroy your contry like they destroyed is own country with garbage and lak of higiene
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Video sentiment →
Identity Attack0.7499929
Insult0.5678696
Profanity0.37993968
Threat0.34804323
Severe Toxicity0.4011458
Toxic 0.7701451 Low Con 0.163 Identity Attack Insult
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Damn this comment section is a cesspool of racists
Damn this comment section is a cesspool of racists
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.39870077
Insult0.5739874
Profanity0.6919765
Threat0.012647836
Severe Toxicity0.23340854
Toxic 0.7701451 Low Con 0.198 Insult Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Imagination are a pain in the ass omg sicking
Imagination are a pain in the ass omg sicking
Why Canadians Are Turning Against Immigrants. · 104: Cluster #103
Close reading → Video sentiment →
Identity Attack0.028886627
Insult0.36939126
Profanity0.6919765
Threat0.01254427
Severe Toxicity0.16960317
Toxic 0.7701451 Low Con 0.281
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
They are dirty disgusting people they have ruined Canada 🇨🇦 we all believe they need to go home we hate!!!
They are dirty disgusting people they have ruined Canada 🇨🇦 we all believe they need to go home we hate!!!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.7344449
Profanity0.2659699
Threat0.055270568
Severe Toxicity0.16960317
Toxic 0.7701451 Low Con 0.299 Insult Fear_Threat
Oct 3, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Jesus man, even the indians think theyre are too many of their own people in canada, holy shit..
Jesus man, even the indians think theyre are too many of their own people in canada, holy shit..
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.5548181
Insult0.4962726
Profanity0.73341435
Threat0.010628296
Severe Toxicity0.20678867
Toxic 0.7701451 Low Con 0.268 Identity Attack Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
And don't generalize you id*ot. These people are shameless indeed but they do not represent true immigrants
And don't generalize you id*ot. These people are shameless indeed but they do not represent true immigrants
Inside Canada's Indian Invasion... · 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.32184324
Insult0.7775208
Profanity0.46460027
Threat0.010084574
Severe Toxicity0.16760159
Toxic 0.7701451 Moderate Con 0.357 Insult Identity_Assertion
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
These immigrants are coming from war war-torn countries and bringing all of their shit with them. They are here for convenience and a free ride and they care nothing about Canadian culture or values. Take …
These immigrants are coming from war war-torn countries and bringing all of their shit with them. They are here for convenience and a free ride and they care nothing about Canadian culture or values. Take your Sharia laws and F off! Go back to where you came from! The government sucks and instead of a melting pot, Canada is a cesspool. I'm sick of immigrants who want Canadians to change for them, because it's not like their country. The solution is DEPORTATION!
Why Canadians Are Turning Against Immigrants. · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.61901736
Insult0.66500133
Profanity0.57236236
Threat0.06238277
Severe Toxicity0.35368225
Toxic 0.7701451 Moderate Con 0.358 Identity Attack Insult Fear_Threat
Aug 30, 2025 Why Canadians Are Turning Against …
Canada has the stupidest government on the planet. Why are the liberals voting for this insanity? Many of the people from Ontario voted for conservative but they’re out voted by the lying cheating liberal posters.
Canada has the stupidest government on the planet. Why are the liberals voting for this insanity? Many of the people from Ontario voted for conservative but they’re out voted by the lying cheating liberal posters.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.42615733
Insult0.7775208
Profanity0.26631543
Threat0.008505191
Severe Toxicity0.032316983
Toxic 0.7701451 Moderate Con 0.357 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
i want to live in canada when im older but if its just becomes india 2.0 then fuck that
i want to live in canada when im older but if its just becomes india 2.0 then fuck that
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3895355
Insult0.36798462
Profanity0.8089582
Threat0.017674083
Severe Toxicity0.18844056
Toxic 0.7701451 Low Con 0.255 Fear_Threat
Feb 11, 2026 Inside Canada's Indian Invasion...
Wow....absolutely pathetic individuals who are employed/paid with our tax dollars to govern immigration related issues presented here..and they dont know....f*#ing pathetic
Wow....absolutely pathetic individuals who are employed/paid with our tax dollars to govern immigration related issues presented here..and they dont know....f*#ing pathetic
IRCC Names India in Study Permit Fraud | … · 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.09741807
Insult0.7782364
Profanity0.34536663
Threat0.008039144
Severe Toxicity0.031420294
Toxic 0.7701451 Low Con 0.174 Insult Policy_Critique
Dec 23, 2025 IRCC Names India in Study …
South Asian people are really dirty
South Asian people are really dirty
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.7426507
Insult0.6370372
Profanity0.37993968
Threat0.0113014765
Severe Toxicity0.23226175
Toxic 0.7701451 Moderate Con 0.383 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
videos suck when it’s obvious it’s biased journalism
videos suck when it’s obvious it’s biased journalism
Inside Canada's Indian Invasion... · 61: Cluster #60
Close reading → Discourse → Video sentiment →
Identity Attack0.08583717
Insult0.46476576
Profanity0.57236236
Threat0.009126588
Severe Toxicity0.17315048
Toxic 0.7701451 Low Con 0.13 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Stop shitting on beach also
Stop shitting on beach also
Why Canadians Are Turning Against Immigrants. · 42: Cluster #41
Close reading → Video sentiment →
Identity Attack0.021585498
Insult0.42881694
Profanity0.8089582
Threat0.009825659
Severe Toxicity0.16960317
Toxic 0.7701451 Low Con 0.237
Aug 29, 2025 Why Canadians Are Turning Against …
OMG THE ONLY MORONS THAT DO NOT KNOW ABOUT THE SCAM ARE CANADIAN POLITICIANS.
OMG THE ONLY MORONS THAT DO NOT KNOW ABOUT THE SCAM ARE CANADIAN POLITICIANS.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.4453683
Insult0.7775208
Profanity0.3547165
Threat0.008764107
Severe Toxicity0.067522444
Toxic 0.7701451 Low Con 0.149 Insult Unverified_Claim
Dec 24, 2025 1 likes Deportations From Canada at Their …
Canadians aren't having kids because we're responsible and know we CANNOT AFFORD to have children, so i guess instead of doing something about the cost of living in this country, the government has just decided …
Canadians aren't having kids because we're responsible and know we CANNOT AFFORD to have children, so i guess instead of doing something about the cost of living in this country, the government has just decided to REPLACE us with IMMIGRANTS!! Its fucking disgusting, Liberals, you all should be ashamed of yourselves! 🤬🖕
Why Canadians Are Turning Against Immigrants. · 21: Cluster #20
Close reading → Video sentiment →
Identity Attack0.48949075
Insult0.65129566
Profanity0.6001929
Threat0.013113883
Severe Toxicity0.349738
Toxic 0.7701451 Moderate Con 0.382 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
PROBLEM IS UR GAY PRESIDENT...U SHOULD BE STRICT ON UR VISA POLICY...U INVITED MANY MUSLIMS REFUGEE..ILLEGAL IMMIGRANT PEOPLE WILL DISTROY UR COUNTRY
PROBLEM IS UR GAY PRESIDENT...U SHOULD BE STRICT ON UR VISA POLICY...U INVITED MANY MUSLIMS REFUGEE..ILLEGAL IMMIGRANT PEOPLE WILL DISTROY UR COUNTRY
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.7778623
Insult0.5423875
Profanity0.29209393
Threat0.2172668
Severe Toxicity0.35058254
Toxic 0.7701451 Low Con 0.224 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Ridiculous, and our taxes fund how much of this crap?
Ridiculous, and our taxes fund how much of this crap?
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.012139536
Insult0.67735565
Profanity0.4798129
Threat0.008531082
Severe Toxicity0.024678862
Toxic 0.7701451 Low Con 0.282 Insult Economic_Argument
Oct 2, 2025 2 likes IRCC Names India in Study …
I get the whole Indian influx thing, but saying America is the greatest country in the world? Huh?? Your country is one giant shit show. I get my daily dose of entertainment from the Kimmel …
I get the whole Indian influx thing, but saying America is the greatest country in the world? Huh?? Your country is one giant shit show. I get my daily dose of entertainment from the Kimmel monologue. Even Americans now hate America. Not to mention you have the dumbest, most incompetent leader of a nation in human history. You are the methlab in our basement fool.
Inside Canada's Indian Invasion... · 48: Cluster #47
Close reading → Video sentiment →
Identity Attack0.49584505
Insult0.7418356
Profanity0.541926
Threat0.028206514
Severe Toxicity0.34189755
Toxic 0.7701451 Low Con 0.285 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Comments hyping that guy on the bike up lol nah take that racist shit out of my country. Just because a couple are bad does not mean the majority are
Comments hyping that guy on the bike up lol nah take that racist shit out of my country. Just because a couple are bad does not mean the majority are
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.39461556
Insult0.563347
Profanity0.70864636
Threat0.028379176
Severe Toxicity0.23225145
Toxic 0.7701451 Low Con 0.29 Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Way to go stupid evil governments to many of one is by design ridiculous evil bought out bureaucrats and politicians Lord Jesus bring your judgment upon this country it deserves it , Canada is lost
Way to go stupid evil governments to many of one is by design ridiculous evil bought out bureaucrats and politicians Lord Jesus bring your judgment upon this country it deserves it , Canada is lost
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.30256465
Insult0.7775208
Profanity0.2882351
Threat0.016465442
Severe Toxicity0.04666401
Toxic 0.7701451 Low Con 0.172 Insult
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
this is why we don't want to acquire canada lmfao, we already have enough of these fucks on fradulent H1Bs
this is why we don't want to acquire canada lmfao, we already have enough of these fucks on fradulent H1Bs
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.5130944
Profanity0.7092837
Threat0.02492592
Severe Toxicity0.33047765
Toxic 0.7701451 Low Con 0.215 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Not all of them are shit people. But most of them are disgusting. I stopped eating fadt food when they took over. The absolute worst thing about them is the minimum wage subsidies the government …
Not all of them are shit people. But most of them are disgusting. I stopped eating fadt food when they took over. The absolute worst thing about them is the minimum wage subsidies the government gives them. The whole system regarding these people is corrupt.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.16159154
Insult0.67254376
Profanity0.70864636
Threat0.010887212
Severe Toxicity0.16960317
Toxic 0.7701451 Moderate Con 0.44 Insult Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
why the fuck a tuktuk on the highway
why the fuck a tuktuk on the highway
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.018168874
Insult0.26957804
Profanity0.84995824
Threat0.015256803
Severe Toxicity0.23340854
Toxic 0.7701451 Low Con 0.256 Question
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Americans,Canadians,Europeans are F*ucked by Muslims but attacking us Hindus and indians and you know the reason cuz We Hindus don't chop off someone's throat on little Disagreement☠️🙏🏻
Americans,Canadians,Europeans are F*ucked by Muslims but attacking us Hindus and indians and you know the reason cuz We Hindus don't chop off someone's throat on little Disagreement☠️🙏🏻
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.6487889
Insult0.5678696
Profanity0.67055607
Threat0.34552678
Severe Toxicity0.45895407
Toxic 0.7701451 Moderate Con 0.346 Identity Attack Insult Identity_Assertion
Jan 27, 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.