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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 64 of 189
Canada has become trash too many people coming into my country i was born in this country is just become a dump
Canada has become trash too many people coming into my country i was born in this country is just become a dump
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.67254376
Profanity0.2980872
Threat0.009256045
Severe Toxicity0.16960317
Toxic 0.7308154 Moderate Con 0.376 Identity Attack Insult
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Bike guy is a fuckin Chad 🤣 holy based
Bike guy is a fuckin Chad 🤣 holy based
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.09410924
Insult0.47020787
Profanity0.7809412
Threat0.012647836
Severe Toxicity0.23225488
Toxic 0.7308154 Low Con 0.248 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
You dumb whyte Canadians thought that you were gonna play replace black Canadians in the workplace with punjabi, how did that work out for you guys😂
You dumb whyte Canadians thought that you were gonna play replace black Canadians in the workplace with punjabi, how did that work out for you guys😂
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6649212
Insult0.6677319
Profanity0.36230123
Threat0.012130005
Severe Toxicity0.21596274
Toxic 0.7308154 Low Con 0.218 Identity Attack Insult
Jun 18, 2025 How Canada broke its immigration …
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
Shame on canada for allowing this trash
Shame on canada for allowing this trash
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.39677486
Insult0.7065844
Profanity0.26802593
Threat0.010938995
Severe Toxicity0.024678862
Toxic 0.7252971 Low Con 0.219 Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Look at Surrey Mayor 😂😂😂 she looks like a loser.
Look at Surrey Mayor 😂😂😂 she looks like a loser.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.033527173
Insult0.7775208
Profanity0.22429734
Threat0.007598988
Severe Toxicity0.022839356
Toxic 0.7252971 Low Con 0.163 Insult Humor_Satire
Feb 18, 2026 Canadian immigration officers investigating hundreds …
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...
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 …
A silent invasion, facilitated by stupid bureaucrats who think their kids will have a job in the future!
A silent invasion, facilitated by stupid bureaucrats who think their kids will have a job in the future!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.07012023
Insult0.72868866
Profanity0.32658687
Threat0.010938995
Severe Toxicity0.023076924
Toxic 0.7252971 Low Con 0.166 Insult Fear_Threat
Sep 29, 2025 IRCC Names India in Study …
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 …
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...
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...
How hypocrite is the guy with work jacket on bike, talking about he was more comfortable with Indians as opposed to Muslims and Africans!!! What?? What a filthy racist is this guy!!! He hates Africans …
How hypocrite is the guy with work jacket on bike, talking about he was more comfortable with Indians as opposed to Muslims and Africans!!! What?? What a filthy racist is this guy!!! He hates Africans because he believes that rape is normal in their African culture!!! What?? He has no idea that India has highest rape rate in a year and brutality including regular lynching... my goodness... this guy will not open his eyes yet. And why he hates muslims? He is ignorant. What a crazy racist is that guy. Hate and racism is going to burn our lovely beloved safest country Canada. This is not right. Alarm. Whoever we are, we all must live together in peace and unity. Multiculturalism is not bad but Candian common culture must be adopted, respected and lived.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.69164425
Profanity0.37993968
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.7252971 Constructive 0.556 Identity Attack Insult Moral_Argument
Feb 6, 2026 4 likes Inside Canada's Indian Invasion...
If immigrants don't like Canada...hey go back to where you came from! adapt to Canadians way of life ot get the F**K out of here.
If immigrants don't like Canada...hey go back to where you came from! adapt to Canadians way of life ot get the F**K out of here.
Why Canadians Are Turning Against Immigrants. · 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.5504064
Insult0.54471385
Profanity0.5865656
Threat0.03649433
Severe Toxicity0.2322566
Toxic 0.7252971 Low Con 0.213 Identity Attack Insult
Sep 16, 2025 1 likes Why Canadians Are Turning Against …
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...
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...
Holy shit we’re surrounded
Holy shit we’re surrounded
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.014350293
Insult0.22303216
Profanity0.844891
Threat0.0089712385
Severe Toxicity0.11756202
Toxic 0.7252971 Low Con 0.271 Fear_Threat
Jan 27, 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)
Alot of truth to this video but also some bullshit. 20 years of work and 6 weeks of E.I...lol straight up lie
Alot of truth to this video but also some bullshit. 20 years of work and 6 weeks of E.I...lol straight up lie
Why Canadians Are Turning Against Immigrants. · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.03894114
Insult0.40420914
Profanity0.6643082
Threat0.010783645
Severe Toxicity0.16960317
Toxic 0.7252971 Moderate Con 0.399 Policy_Critique
Nov 2, 2025 1 likes Why Canadians Are Turning Against …
It sucks living here
It sucks living here
Inside Canada's Indian Invasion... · 57: Cluster #56
Close reading → Discourse → Video sentiment →
Identity Attack0.11396073
Insult0.4555076
Profanity0.6242122
Threat0.0076766624
Severe Toxicity0.14126498
Toxic 0.7252971 Moderate Con 0.414 Personal_Narrative
Feb 5, 2026 4 likes Inside Canada's Indian Invasion...
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...
Us poor white trash that man is wild
Us poor white trash that man is wild
Inside Canada's Indian Invasion... · 397: Cluster #396
Close reading → Discourse → Video sentiment →
Identity Attack0.6227552
Insult0.6500014
Profanity0.4113413
Threat0.021472665
Severe Toxicity0.2322463
Toxic 0.7252971 Low Con 0.281 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
No jobs because all the managers are indian, and their racist asses only want to hire their own people.
No jobs because all the managers are indian, and their racist asses only want to hire their own people.
Why Canadians Are Turning Against Immigrants. · 80: Cluster #79
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.58196646
Profanity0.55356324
Threat0.037530303
Severe Toxicity0.23224801
Toxic 0.7252971 Low Con 0.252 Identity Attack Insult Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
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...
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...
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.