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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 203 of 1230
As an American i feel as though Canada is becoming a liability to us and i hope we stop dealing with them one day or just take it away from them because obviously they don't …
As an American i feel as though Canada is becoming a liability to us and i hope we stop dealing with them one day or just take it away from them because obviously they don't know how to run a country anymore!..Have some pride Canada WTF!🖕🏻🇺🇲☝🏻
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.28034934
Insult0.44802538
Profanity0.42990944
Threat0.024753258
Severe Toxicity0.023880709
Moderate 0.47886392 Moderate Con 0.338
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It is true. When you walk into a store. They dont treat you like US Canadians do. Some of them do. But shit will change very soon if the Canadian government dont do something
It is true. When you walk into a store. They dont treat you like US Canadians do. Some of them do. But shit will change very soon if the Canadian government dont do something
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2781757
Insult0.3388922
Profanity0.5249258
Threat0.009281937
Severe Toxicity0.023076924
Moderate 0.47886392 Moderate Con 0.463 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
As A Indian While watching this video I'm totally embarrassed. Please throw out these people and your liberal government they will destroy your culture.
As A Indian While watching this video I'm totally embarrassed. Please throw out these people and your liberal government they will destroy your culture.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.34548226
Profanity0.19893537
Threat0.34827536
Severe Toxicity0.02430326
Moderate 0.47886392 Moderate Con 0.393 Fear_Threat
Feb 13, 2026 1 likes Inside Canada's Indian Invasion...
White Canadians are now the minority…lots need to change… NO MORE IMMIGRANTS….
White Canadians are now the minority…lots need to change… NO MORE IMMIGRANTS….
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.26957804
Profanity0.043165036
Threat0.024062606
Severe Toxicity0.023076924
Moderate 0.47886392 Low Con 0.294 Identity Attack Identity_Assertion
Aug 29, 2025 Why Canadians Are Turning Against …
Trump, please don't add Canada to the US. We don't need more foreign scammers. 🙏🏻
Trump, please don't add Canada to the US. We don't need more foreign scammers. 🙏🏻
Inside Canada's Indian Invasion... · 361: Cluster #360
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.5130944
Profanity0.07126612
Threat0.009074804
Severe Toxicity0.018384963
Moderate 0.47886392 Moderate Con 0.32 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The indian is paying more taxes than the native Canadians😂 the indians are more successful than the native canadians ao technically canada usa run by indians brains... So yeah all unemployed canadians hate Indians and …
The indian is paying more taxes than the native Canadians😂 the indians are more successful than the native canadians ao technically canada usa run by indians brains... So yeah all unemployed canadians hate Indians and racist just bcz indians are more rich then native canadians 😂😂😂...
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.38406035
Profanity0.057443913
Threat0.009566744
Severe Toxicity0.023076924
Moderate 0.47886392 Low Con 0.235 Identity Attack Economic_Argument
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
An openly racist Canadian how nice. How does he contribute to society aside from complaining and being white? Asking for a friend
An openly racist Canadian how nice. How does he contribute to society aside from complaining and being white? Asking for a friend
Inside Canada's Indian Invasion... · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.40243408
Profanity0.040910475
Threat0.008000307
Severe Toxicity0.023076924
Moderate 0.47886392 Moderate Con 0.348 Identity Attack Identity_Assertion
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
As an indian, i am seeing this in Australia as well. We are indian immigrants, and i include all from South asia. We are too racist, dont assimilate ansld are self righteous. High time such …
As an indian, i am seeing this in Australia as well. We are indian immigrants, and i include all from South asia. We are too racist, dont assimilate ansld are self righteous. High time such people are sent back. They are a disgrace to image of Bharat as well.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.4718924
Profanity0.1308005
Threat0.029069828
Severe Toxicity0.023880709
Moderate 0.47886392 Constructive 0.542 Identity Attack Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Ridiculous
Ridiculous
Inside Canada's Indian Invasion... · 150: Cluster #149
Close reading → Video sentiment →
Identity Attack0.0103594
Insult0.48627716
Profanity0.26607355
Threat0.008194493
Severe Toxicity0.016641939
Moderate 0.47886392 Moderate Con 0.454
Jan 27, 2026 Inside Canada's Indian Invasion...
The poop eaters tried to get this taken down. 🤣
The poop eaters tried to get this taken down. 🤣
Inside Canada's Indian Invasion... · 265: Cluster #264
Close reading → Discourse → Video sentiment →
Identity Attack0.04951127
Insult0.42881694
Profanity0.37052724
Threat0.010084574
Severe Toxicity0.023270357
Moderate 0.47886392 Low Con 0.205 Unverified_Claim
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
@9:40 this ridiculous sponser gives Honey vibes. It begs the literal exact question that Markiplier asked about Honey years before the scandal was revealed.
@9:40 this ridiculous sponser gives Honey vibes. It begs the literal exact question that Markiplier asked about Honey years before the scandal was revealed.
Inside Canada's Indian Invasion... · 32: Cluster #31
Close reading → Discourse → Video sentiment →
Identity Attack0.00984143
Insult0.5332045
Profanity0.110447146
Threat0.007327127
Severe Toxicity0.010223389
Moderate 0.47886392 Moderate Con 0.307 Insult Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Thank you Canada for taking the trash out of every country
Thank you Canada for taking the trash out of every country
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.39677486
Insult0.48484445
Profanity0.11539881
Threat0.007197669
Severe Toxicity0.019482423
Moderate 0.47886392 Moderate Con 0.333 Identity_Assertion
Oct 21, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I think it's safe to say that they're the most hated race in the world rn
I think it's safe to say that they're the most hated race in the world rn
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.34135336
Profanity0.22713706
Threat0.02924249
Severe Toxicity0.059217658
Moderate 0.47886392 Low Con 0.254 Identity Attack
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Why? How? I'd say blame it on former Trudeau and his team of misfits that allowed criminals to enter our country. Immigrant that exceeded the limit. Allowing rights for stuff like genders and equality and …
Why? How? I'd say blame it on former Trudeau and his team of misfits that allowed criminals to enter our country. Immigrant that exceeded the limit. Allowing rights for stuff like genders and equality and all other fucked up mental issues. Government talks a big game but barely do anything. And yes blame it on the same Canadian people who voted again with liberals that started all this in the first place. It's frustrating
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.38230872
Insult0.4794537
Profanity0.41255033
Threat0.011379151
Severe Toxicity0.02439716
Moderate 0.47886392 Constructive 0.535
Sep 1, 2025 Why Canadians Are Turning Against …
Its especially bad in BC where they basically are all gangsters and shoot and rob and kill people and then they blame racism when they get called out
Its especially bad in BC where they basically are all gangsters and shoot and rob and kill people and then they blame racism when they get called out
Inside Canada's Indian Invasion... · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.35624164
Insult0.41530323
Profanity0.20016506
Threat0.49142194
Severe Toxicity0.05025077
Moderate 0.47886392 Low Con 0.229 Unverified_Claim
Feb 17, 2026 Inside Canada's Indian Invasion...
Neanderthal calling Africans low IQ is funny 😂.
Neanderthal calling Africans low IQ is funny 😂.
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.40243408
Profanity0.2347036
Threat0.014911477
Severe Toxicity0.043077253
Moderate 0.47886392 Low Con 0.09 Identity Attack Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I don’t understand how someone who consider himself as intelligent can think this. 5:22 this man is not okay. Rapping is not our culture and you are not intelligent than us.
I don’t understand how someone who consider himself as intelligent can think this. 5:22 this man is not okay. Rapping is not our culture and you are not intelligent than us.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.17070955
Insult0.40243408
Profanity0.2268346
Threat0.024580594
Severe Toxicity0.023076924
Moderate 0.47886392 Moderate Con 0.41 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Tyler should have blur that guy face because of the aggression from the Africans 😂😂
Tyler should have blur that guy face because of the aggression from the Africans 😂😂
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.50515604
Insult0.26957804
Profanity0.22542313
Threat0.34804323
Severe Toxicity0.045767322
Moderate 0.47886392 Low Con 0.198 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada isn’t broken because of the people who come here—it’s broken because of the people who run it. We demand a government that puts citizens first, restores law and order, and builds an economy that …
Canada isn’t broken because of the people who come here—it’s broken because of the people who run it. We demand a government that puts citizens first, restores law and order, and builds an economy that rewards hard work, not political optics. Im an immigrant and this place sucks now. Everyone needs to get together, immigrants and citizens need to step up and toss this government out. And when it comes to the garbage and pathetic justice system, No more revolving doors. Every judge who releases repeat offenders must be held publicly and legally accountable for the crimes committed under their rulings. If you enable violence, you share responsibility for its consequences. I am an immigrant of 22 years and I will not put up with this disgusting mistreatment of MY COUNTRY. MY PEOPLE. OUR CULTURE. I will never stay silent. I will always back Canada.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.18391247
Insult0.5130944
Profanity0.2664882
Threat0.011275585
Severe Toxicity0.023076924
Moderate 0.47886392 Constructive 0.587 Insult Policy_Critique
Sep 9, 2025 8 likes Why Canadians Are Turning Against …
BURN IT DOWN NOW
BURN IT DOWN NOW
Inside Canada's Indian Invasion... · 180: Cluster #179
Close reading → Discourse → Video sentiment →
Identity Attack0.029402243
Insult0.082866095
Profanity0.20916378
Threat0.5397074
Severe Toxicity0.16960317
Moderate 0.47886392 Moderate Con 0.368 Threat Call_To_Action
Feb 6, 2026 Inside Canada's Indian Invasion...
Muslims are not able to compete with the HINDUS. Sorry they are crying muslims anti hindu thats it, stop interviewing muslims. No Hindu voices.
Muslims are not able to compete with the HINDUS. Sorry they are crying muslims anti hindu thats it, stop interviewing muslims. No Hindu voices.
Inside Canada's Indian Metropolis (Brampton) · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.55803186
Insult0.34203702
Profanity0.098067984
Threat0.013165667
Severe Toxicity0.023692908
Moderate 0.47886392 Low Con 0.225 Identity Attack Identity_Assertion
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
send them all back! worst culture I have ever encountered. now they are destroying our country. Canada is unrecognizable
send them all back! worst culture I have ever encountered. now they are destroying our country. Canada is unrecognizable
Inside Canada's Indian Metropolis (Brampton) · 289: Cluster #288
Close reading → Video sentiment →
Identity Attack0.50515765
Insult0.40420914
Profanity0.072882555
Threat0.11769595
Severe Toxicity0.023199933
Moderate 0.47886392 Low Con 0.287 Identity Attack
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
not all Canadians, just a certain nauseating fringe
not all Canadians, just a certain nauseating fringe
Why Canadians Are Turning Against Immigrants. · 12: Cluster #11
Close reading → Video sentiment →
Identity Attack0.4006267
Insult0.5130944
Profanity0.09098661
Threat0.0074954215
Severe Toxicity0.019998873
Moderate 0.47886392 Low Con 0.21 Insult
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
I complain sometimes about driving in Montreal but I was driving around the GTA last month and holy s***t it's bonkers. It really has become some third world type shit in certain areas over there. …
I complain sometimes about driving in Montreal but I was driving around the GTA last month and holy s***t it's bonkers. It really has become some third world type shit in certain areas over there. In general there's things to complain about in Montreal to be sure - including on the immigration front - but IMO we're far better off than all the other big Canadian cities. You can't really get by in Québec city if you don't speak French but if you want to be in a Canadian city and avoid all _this_ kind of stuff then Québec city is the real ticket.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.2831485
Insult0.42567953
Profanity0.5365423
Threat0.0113014765
Severe Toxicity0.0475607
Moderate 0.47886392 Constructive 0.743 Comparative_Framing
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
You people deserve this and what's coming next. I've been telling for over 5 years what needs to be done to stop all of this, bit you refuse to do it. You believe it's going …
You people deserve this and what's coming next. I've been telling for over 5 years what needs to be done to stop all of this, bit you refuse to do it. You believe it's going to get done by 'peacefully protesting' lol. The first thing EVERYONE should be doing is STOP PAYING F*CKING TAXES! The second thing, is to organize into large groups and start dealing with politicians, cops, judges, etc the way they need to be dealt with! Grown adults acting like children!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.04512853
Insult0.40698266
Profanity0.4756165
Threat0.032005094
Severe Toxicity0.02458496
Moderate 0.47886392 Moderate Con 0.445
Aug 25, 2025 Why Canadians Are Turning Against …
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.