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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# 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.

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Active: "How pathetic it is that …" 72 comments · Page 1 of 3
Canadians so pathetic, europe has the same measure.
Canadians so pathetic, europe has the same measure.
Identity Attack0.7716543
Insult0.9813492
Profanity0.00753887
Threat0.009211337
Severe Toxicity0.00096256513
Toxic 0.9846727 Identity Attack Insult Comparative_Framing
Dec 8, 2025 2 likes
All the pathetic whites are disgusting pieces of shit who killed and suppressed the real citizens of the land now known as America. Whites are despicable and pathetic.
All the pathetic whites are disgusting pieces of shit who killed and suppressed the real citizens of the land now known as America. Whites are despicable and pathetic.
Identity Attack0.84706575
Insult0.8987166
Profanity0.78491896
Threat0.44185185
Severe Toxicity0.52891463
Toxic 0.95048624 Low Con 0.253 Identity Attack Insult Identity_Assertion
Mar 3, 2026 Inside Canada's Indian Invasion...
7:53 why zoom in on sandals. You are so fucking pathetic
7:53 why zoom in on sandals. You are so fucking pathetic
Identity Attack0.12735364
Insult0.7492263
Profanity0.844891
Threat0.025098583
Severe Toxicity0.45895407
Toxic 0.944597 Low Con 0.213 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
durkas everywhere now. its fuking pathetic. little india
durkas everywhere now. its fuking pathetic. little india
Identity Attack0.6413409
Insult0.6308392
Profanity0.79449326
Threat0.02855184
Severe Toxicity0.45895407
Toxic 0.8696708 Low Con 0.167 Identity Attack Insult
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
This channel is becoming a textbook example of white nationalism. Pathetic and lame lmao. This isn’t journalism. Journalism is unbiased, factual, and research based. Remove “news” from your channel name. Lazy, biased, unfounded video with …
This channel is becoming a textbook example of white nationalism. Pathetic and lame lmao. This isn’t journalism. Journalism is unbiased, factual, and research based. Remove “news” from your channel name. Lazy, biased, unfounded video with no reliable facts. Better to keep your videos in the drafts You’re not going to be considered journalistic with this type of slop. Good luck surpassing actual news companies with this shit
Identity Attack0.46028158
Insult0.6308392
Profanity0.66405153
Threat0.034422375
Severe Toxicity0.35368225
Toxic 0.8364697 Low Con 0.181 Insult Meta_Commentary
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
🤬😡 that bike guy was an absolute a*shole. I'm not from Africa, but calling an entire continent stupid is just pathetic. shame on all the cockroaches in the comment section supporting him. idiots like him …
🤬😡 that bike guy was an absolute a*shole. I'm not from Africa, but calling an entire continent stupid is just pathetic. shame on all the cockroaches in the comment section supporting him. idiots like him are the reason stereotyping and generalization still exists. even if a smart guy came from Africa tomorrow, these people will still discriminate against him because of "his" background. absolutely retarded. these uneducated poor illiterate pigs who has failed in their lives are now hating on immigration to feel good about themselves. f*ck these racist dude, and all the idiots supporting him thinking it's funny and cool.
Identity Attack0.41975367
Insult0.7967344
Profanity0.5381406
Threat0.049774777
Severe Toxicity0.44787344
Toxic 0.8299589 Moderate Con 0.419 Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I have major Indian fatigue. As a corporate worker it’s brutal. They imported all these people to bentonville Arkansas and they rent all the houses to 10+ Indians all drive teslas lowered our wages and …
I have major Indian fatigue. As a corporate worker it’s brutal. They imported all these people to bentonville Arkansas and they rent all the houses to 10+ Indians all drive teslas lowered our wages and then they get put in the manager positions and ONLY hire other Indians it’s racist and bias as hell but this is the embodiment of Walmart now it’s pathetic AND THEY KEEP LITTERING EVERY WHERE GOD DAMNIT !!!!!!!!!!!!!!! All sides and ditches are full of trash!!!!!!!! And they walk in the streets!!!!! IM SICK OF THEM
Identity Attack0.5707127
Insult0.6370372
Profanity0.55356324
Threat0.13329996
Severe Toxicity0.45895407
Toxic 0.8252207 Moderate Con 0.478 Identity Attack Insult Economic_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
You know Tyler I've watched some of your videos and I found them very educational. I have watched some other creators who have called you racist. This particular video is fucking racist!! I'm sure you …
You know Tyler I've watched some of your videos and I found them very educational. I have watched some other creators who have called you racist. This particular video is fucking racist!! I'm sure you think this is "real journalism" it really isn't! How the world is today you fit perfectly into it. Pathetic!!!
Identity Attack0.37152436
Insult0.65865606
Profanity0.57236236
Threat0.025616571
Severe Toxicity0.35368225
Toxic 0.8115627 Constructive 0.641 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
What a sad guy you are. Grow up and make real content instead of spreading racism. Pathetic.
What a sad guy you are. Grow up and make real content instead of spreading racism. Pathetic.
Identity Attack0.057037655
Insult0.7967344
Profanity0.22792831
Threat0.010084574
Severe Toxicity0.023293832
Toxic 0.7856813 Low Con 0.14 Insult Meta_Commentary
Feb 12, 2026 5 likes Inside Canada's Indian Invasion...
I won't believe a single video you post for going after soft white unbelly. You don't research stuff and like to defamate people's reputation without doing due diligence. You're a horrible person and karma is …
I won't believe a single video you post for going after soft white unbelly. You don't research stuff and like to defamate people's reputation without doing due diligence. You're a horrible person and karma is a B*tch!!! Mark is one of the most transparent, genuine people that wishes to help people and when someone like you who only goes for likes and could care less about helping people is pathetic.
Identity Attack0.21866
Insult0.6991143
Profanity0.5643384
Threat0.016638106
Severe Toxicity0.3493117
Toxic 0.7761081 Constructive 0.539 Insult Meta_Commentary
Feb 16, 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
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 …
Pathetic Canadians Women allowed to vote is the problem.
Pathetic Canadians Women allowed to vote is the problem.
Identity Attack0.6637263
Insult0.72756535
Profanity0.19401662
Threat0.008116818
Severe Toxicity0.11492836
Toxic 0.7675452 Low Con 0.144 Identity Attack Insult Identity_Assertion
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
They're dirty, rude and entitled. All they want it handouts and scream racism if they dont hey their way. Its old and pathetic.
They're dirty, rude and entitled. All they want it handouts and scream racism if they dont hey their way. Its old and pathetic.
Identity Attack0.11744241
Insult0.7804726
Profanity0.2337357
Threat0.0101363575
Severe Toxicity0.02439716
Toxic 0.7675452 Moderate Con 0.306 Insult Identity_Assertion
Sep 6, 2025 1 likes Why Canadians Are Turning Against …
Every week we see the inefficiencies of our Police and Immigration system on display. Lazy, corrupt, and pathetic!
Every week we see the inefficiencies of our Police and Immigration system on display. Lazy, corrupt, and pathetic!
Identity Attack0.11396073
Insult0.7775208
Profanity0.13344458
Threat0.009281937
Severe Toxicity0.023076924
Toxic 0.7510937 Low Con 0.238 Insult Policy_Critique
Feb 18, 2026 30 likes Canadian immigration officers investigating hundreds …
Deport them all. And put that traitor Trudeau in Prison for the rest of his miserable pathetic life.
Deport them all. And put that traitor Trudeau in Prison for the rest of his miserable pathetic life.
Identity Attack0.04925346
Insult0.7775208
Profanity0.17241211
Threat0.13815513
Severe Toxicity0.02416241
Toxic 0.7510937 Low Con 0.172 Insult Call_To_Action
Jun 21, 2025 How Canada broke its immigration …
At 0:20 her left eye brow twitched in agitation. What a pathetic liar.
At 0:20 her left eye brow twitched in agitation. What a pathetic liar.
Identity Attack0.050671257
Insult0.7775208
Profanity0.25184435
Threat0.010731863
Severe Toxicity0.023076924
Toxic 0.7510937 Low Con 0.206 Insult
Sep 29, 2025 IRCC Names India in Study …
OK —> YOU CROOKED POLITICIANS HAVE FK’D UP OUR COUNTRY WITH MASS MUSLIM MIGRATION - WE ARE AWARE OF YOUR PATHETIC RACIAL COMMENTS - NOW DEPORT BEFORE PROTESTING TURNS INTO FULL WAR !!
OK —> YOU CROOKED POLITICIANS HAVE FK’D UP OUR COUNTRY WITH MASS MUSLIM MIGRATION - WE ARE AWARE OF YOUR PATHETIC RACIAL COMMENTS - NOW DEPORT BEFORE PROTESTING TURNS INTO FULL WAR !!
Identity Attack0.57554024
Insult0.6798578
Profanity0.36302176
Threat0.108496375
Severe Toxicity0.26766825
Toxic 0.7510937 Low Con 0.289 Identity Attack Insult Fear_Threat
Aug 26, 2025 Why Canadians Are Turning Against …
Our damn pathetic federal government let this happen. WE DON'T WANT SO MANY IMMIGRANTS COMING TO CANADA WAY TO GO QUEBEC!
Our damn pathetic federal government let this happen. WE DON'T WANT SO MANY IMMIGRANTS COMING TO CANADA WAY TO GO QUEBEC!
Identity Attack0.44690517
Insult0.6308392
Profanity0.541926
Threat0.013269233
Severe Toxicity0.16960317
Toxic 0.743089 Moderate Con 0.326 Insult
Nov 26, 2025 Quebec Ends Economic Immigration Program …
More USA owned Toronto Sun propaganda and deplorable advice to Canada while the USA is morally bankrupt and run by a clown who's making fools out of everyone!! Pathetic!!
More USA owned Toronto Sun propaganda and deplorable advice to Canada while the USA is morally bankrupt and run by a clown who's making fools out of everyone!! Pathetic!!
Identity Attack0.109318495
Insult0.755201
Profanity0.1308005
Threat0.00899713
Severe Toxicity0.023076924
Toxic 0.73663366 Low Con 0.153 Insult Comparative_Framing
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
White Canadians collapsing their own country. F'en pathetic!
White Canadians collapsing their own country. F'en pathetic!
Identity Attack0.6007182
Insult0.6831271
Profanity0.22562476
Threat0.010239923
Severe Toxicity0.05025077
Toxic 0.73663366 Low Con 0.159 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is so pathetic.
Canada is so pathetic.
Identity Attack0.5135796
Insult0.7065844
Profanity0.25367188
Threat0.007909686
Severe Toxicity0.023880709
Toxic 0.72028047 Low Con 0.198 Identity Attack Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Indian money, students, businesses are keeping the Canadian economy afloat. Deal with it! Dienfranchised Unemployed Impoverished Homeless Anglos on the Dole can take a hike! You have no contribution to the GDP of Canada. Pathetic …
Indian money, students, businesses are keeping the Canadian economy afloat. Deal with it! Dienfranchised Unemployed Impoverished Homeless Anglos on the Dole can take a hike! You have no contribution to the GDP of Canada. Pathetic Whiny Losers!
Identity Attack0.4139151
Insult0.72756535
Profanity0.19032755
Threat0.009540852
Severe Toxicity0.02439716
Toxic 0.7105462 Low Con 0.186 Insult Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is beyond "just asking questions" Tyler is pathetic
This is beyond "just asking questions" Tyler is pathetic
Identity Attack0.014149316
Insult0.75027496
Profanity0.21673056
Threat0.0072753434
Severe Toxicity0.017933069
Moderate 0.6989911 Low Con 0.227 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Liberals ruined everything, it's so pathetic & ridiculous yet Canadians vote liberal or even NDP!
Liberals ruined everything, it's so pathetic & ridiculous yet Canadians vote liberal or even NDP!
Identity Attack0.37292135
Insult0.71027446
Profanity0.14842765
Threat0.009722093
Severe Toxicity0.023076924
Moderate 0.687436 Low Con 0.257 Insult Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
Trump type bashing in Canada now….pathetic
Trump type bashing in Canada now….pathetic
Identity Attack0.084182754
Insult0.7298119
Profanity0.108590275
Threat0.010731863
Severe Toxicity0.02077355
Moderate 0.687436 Low Con 0.158 Insult Meta_Commentary
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.