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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 #}

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Active: "what a downfall from the …" 20 comments
Id suggest the downfall of canada is not by liberal design, but the WEF who have controlled policy. The mentally deranged left are simply the useful idiots who do their bidding. Trudeau Jr. thought he …
Id suggest the downfall of canada is not by liberal design, but the WEF who have controlled policy. The mentally deranged left are simply the useful idiots who do their bidding. Trudeau Jr. thought he was a leader. He was just a brain dead puppet. Stupid people will do anything to be more popular, even though everyone laughs at them when they leave the room. Carney is sinister and has more brains, but just look at his family to see where his mind is at.
Identity Attack0.20088354
Insult0.755201
Profanity0.26463717
Threat0.0113014765
Severe Toxicity0.023645958
Toxic 0.7105462 Low Con 0.3 Insult Unverified_Claim
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
Canada has become a f'ing cesspool with all these useless inbred immigrants. The Liberals with the first Trudeau PM started the downfall in the 70's and the second Trudeau PM for the last 10 years. …
Canada has become a f'ing cesspool with all these useless inbred immigrants. The Liberals with the first Trudeau PM started the downfall in the 70's and the second Trudeau PM for the last 10 years. The politicians need to go to jail for causing this to happen and we need to ship all of these immigrants back.
Identity Attack0.4907465
Insult0.57787937
Profanity0.35094926
Threat0.09776353
Severe Toxicity0.067522444
Moderate 0.5885171 Moderate Con 0.322 Insult Fear_Threat
Mar 2, 2026 1 likes Inside Canada's Indian Invasion...
Huge problem. Many of these immigrants are criminal elements. The downfall of Canada.
Huge problem. Many of these immigrants are criminal elements. The downfall of Canada.
Identity Attack0.50917345
Insult0.47384647
Profanity0.044167064
Threat0.01101667
Severe Toxicity0.023076924
Moderate 0.48141238 Low Con 0.198 Identity Attack
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Does any one still not know that they are purposely flooding the Nation with no regard for the quality of life for Canadian citizens . They are Blatantly lying to the public about immigration stats …
Does any one still not know that they are purposely flooding the Nation with no regard for the quality of life for Canadian citizens . They are Blatantly lying to the public about immigration stats . They will continue to import the vote and place them in key electoral riding's to retain power . And know one is holding them accountable . A Pathetic compliance to the downfall of existence in this country .
Identity Attack0.10221587
Insult0.5177041
Profanity0.062454045
Threat0.008375733
Severe Toxicity0.010757446
Moderate 0.47119883 Moderate Con 0.328 Insult Unverified_Claim
Jun 20, 2025 How Canada broke its immigration …
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to …
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to State government which politicians from punjab itself(means people from their own community or region) have to use the upliftment of their people. But yet they blame Indian Prime Minister Modi for their problems even though his party is not even in power in punjab. Infact khalstan is the major reason behind downfall of punjab region since they run d. racket in punjab as well as they also help punjabi youth enter countries like canada illegally. Because of that either punjabi youth geta into d adction or they just leave India & the state is just left with old people.
Identity Attack0.40351558
Insult0.36798462
Profanity0.1811049
Threat0.055917133
Severe Toxicity0.02373986
Moderate 0.37751234 Constructive 0.599 Unverified_Claim
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Dude, 12 years ago, I knew a girl who loved to screw illegal aliens, and one paid me $100 to drive him to 0 Avenue in Surrey, BC. He jumped the fence and was gone …
Dude, 12 years ago, I knew a girl who loved to screw illegal aliens, and one paid me $100 to drive him to 0 Avenue in Surrey, BC. He jumped the fence and was gone in a minute through a farmer's field. That's easy. Why pay 6K when you can do it for free? Thanks for showing the LIBERAL/NDP of Canada's third-world downfall.
Identity Attack0.2808415
Insult0.29383746
Profanity0.20483992
Threat0.10696311
Severe Toxicity0.023076924
Moderate 0.37576625 Constructive 0.55 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
The poor Canuck on the bike saying "I'm just thankful its Indians and not Muslims or Africans." The bar is so low its at mariana trench depth. Letting non westerners in Western countries is worse …
The poor Canuck on the bike saying "I'm just thankful its Indians and not Muslims or Africans." The bar is so low its at mariana trench depth. Letting non westerners in Western countries is worse than any world war we've had. The lack of self preservation will be our downfall. Not Russia, China, AI, or some exotic strain of covid. Empathy and the incoming cultural suicide will be.
Identity Attack0.41975367
Insult0.21602537
Profanity0.058445938
Threat0.13633445
Severe Toxicity0.020257099
Moderate 0.3722269 Moderate Con 0.374
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Windsor is just as bad as Brampton if not worse, I would do some interviews there not just about Indians but the overall downfall of Windsor Ontario, it’s gotten so bad
Windsor is just as bad as Brampton if not worse, I would do some interviews there not just about Indians but the overall downfall of Windsor Ontario, it’s gotten so bad
Identity Attack0.27991617
Insult0.27558193
Profanity0.053435806
Threat0.008505191
Severe Toxicity0.0090408325
Moderate 0.3389984 Moderate Con 0.5 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
😂 This has been happening for decades. 15 years ago 60-70 year olds would call Brampton brown town and tell me how white people are stared down. 😂 Bleeding hearts caused this enjoy the downfall …
😂 This has been happening for decades. 15 years ago 60-70 year olds would call Brampton brown town and tell me how white people are stared down. 😂 Bleeding hearts caused this enjoy the downfall of a once nice country.
Identity Attack0.35299334
Insult0.11172232
Profanity0.06546012
Threat0.015256803
Severe Toxicity0.01302678
Moderate 0.30854854 Moderate Con 0.444 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
so beautiful to see. i hope more of this happens to america also. i love watching the downfall of the west
so beautiful to see. i hope more of this happens to america also. i love watching the downfall of the west
Identity Attack0.24150419
Insult0.06722072
Profanity0.094542764
Threat0.22514746
Severe Toxicity0.018578632
Moderate 0.30464804 Moderate Con 0.396 Fear_Threat
Feb 16, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Diversity WILL be our downfall
Diversity WILL be our downfall
Identity Attack0.20878418
Insult0.04969218
Profanity0.050930742
Threat0.029069828
Severe Toxicity0.009841919
Low Tox 0.25462922 Low Con 0.246
Sep 8, 2025 Why Canadians Are Turning Against …
Sad seeing the downfall of America and Canada too. Just look at the countries where all these immigrants come from to see what the end result will be, smh.🤦🏼‍♂️
Sad seeing the downfall of America and Canada too. Just look at the countries where all these immigrants come from to see what the end result will be, smh.🤦🏼‍♂️
Identity Attack0.2772088
Insult0.082372494
Profanity0.024951037
Threat0.008712323
Severe Toxicity0.00667572
Low Tox 0.2540519 Low Con 0.248 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i …
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i dont see indians causing acidents i see other ethencities driving wild from increased traffic but theres a sign near Toronto ``all roads lead to Bramton inst it a fact the roads in canada are all conected to brampton . but every ethenicity throughout the years has run brampton look at populations from the past its a brampton thing, only drivers have issues with are intiled people the wealthy in brampton drive way too fast ! not any others its simple people got to drive slower thats all especialy morning traffic they go nuts. the people born in canada are being too agressive as they drive thats what i have seen ! new drivers are making too many mistakes and experienced drivers are driving any ways they want thats the issues ! Cool video dude .....
Identity Attack0.10699738
Insult0.10148193
Profanity0.043415543
Threat0.009696201
Severe Toxicity0.008354187
Low Tox 0.23415339 Constructive 0.692 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
You can Thank Justin Trudeau and Mark Carney the Liberal government for the downfall of Canadian Society.
You can Thank Justin Trudeau and Mark Carney the Liberal government for the downfall of Canadian Society.
Identity Attack0.050443888
Insult0.1087965
Profanity0.014122557
Threat0.008686432
Severe Toxicity0.0035095215
Low Tox 0.20032968 Low Con 0.26
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Diversity is our strength more like downfall
Diversity is our strength more like downfall
Identity Attack0.10221587
Insult0.04032305
Profanity0.032142747
Threat0.010162249
Severe Toxicity0.0051879883
Low Tox 0.17805049 Moderate Con 0.307
Oct 1, 2025 IRCC Names India in Study …
Americans have been in shock over the last few weeks after all the Somalian corruption that has been exposed in Minnesota, Brampton is Canada's version of the Minnesota case except it's so much worse, the …
Americans have been in shock over the last few weeks after all the Somalian corruption that has been exposed in Minnesota, Brampton is Canada's version of the Minnesota case except it's so much worse, the corruption in Brandon is in its own league and i highly suggest anyone who's interested to do some of your own research, most of this stuff is hidden in plain sight yet the government doesn't react or do a single thing about it, and in some cases they are literally part of the corruption. The downfall of canada enabled by its greedy corrupted politicians will be studied by future generations and i'm glad that history will not be kind to them.
Identity Attack0.06567776
Insult0.08212569
Profanity0.021945024
Threat0.008466354
Severe Toxicity0.003604889
Low Tox 0.16158698 Constructive 0.536
Jan 27, 2026 Inside Canada's Indian Invasion...
Biggest downfall of Canada
Biggest downfall of Canada
Identity Attack0.06476828
Insult0.04442204
Profanity0.016069634
Threat0.008686432
Severe Toxicity0.0032615662
Low Tox 0.15048122 Low Con 0.274
Nov 21, 2025 Inside Canada's Indian Metropolis (Brampton)
The problem is the taxpayers pay for other peoples benefits plus the problem is the people voted for their own downfall, third the solutions are to not vote blindly and to start businesses so their …
The problem is the taxpayers pay for other peoples benefits plus the problem is the people voted for their own downfall, third the solutions are to not vote blindly and to start businesses so their are more jobs to fill, sell to the migrants.
Identity Attack0.062039822
Insult0.031807642
Profanity0.012141321
Threat0.007029374
Severe Toxicity0.0018596649
Low Tox 0.11109332 Moderate Con 0.431 Economic_Argument
Aug 27, 2025 Why Canadians Are Turning Against …
Dave Chappelle’s mother, Dr. Yvonne Seon (née Reed), was not a spy, but she did have a very unusual background that sometimes sparks those rumors. Here’s what’s known: Academic & Diplomatic Work: Dr. Seon was …
Dave Chappelle’s mother, Dr. Yvonne Seon (née Reed), was not a spy, but she did have a very unusual background that sometimes sparks those rumors. Here’s what’s known: Academic & Diplomatic Work: Dr. Seon was an academic and later became one of the first African American women to be ordained in the Unitarian Universalist Church. She earned her PhD and worked in higher education. Congo Connection: In the early 1960s, after Congo’s independence, she worked with the Congolese government under Patrice Lumumba. She served in the Ministry of Foreign Affairs and helped establish Congo’s diplomatic mission in Washington, D.C. Spy Rumors: Because this was during the Cold War — when the U.S. and CIA were deeply involved in Congo (including in Lumumba’s downfall) — people sometimes speculate about Americans who were there. That’s likely why the “spy” rumor exists. But there’s no credible evidence that Dave Chappelle’s mother was a spy. The record shows she was a diplomat, scholar, and educator, not an intelligence agent.
Identity Attack0.022992345
Insult0.024768941
Profanity0.018734055
Threat0.00789674
Severe Toxicity0.0016403198
Low Tox 0.055274166 Constructive 0.618
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Sad to see a downfall
Sad to see a downfall
Identity Attack0.004402745
Insult0.012414906
Profanity0.016889455
Threat0.00899713
Severe Toxicity0.0015354156
Low Tox 0.038048524 Moderate Con 0.416 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...

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.