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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

click to expand

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: "Thank you for all you …" 962 comments · Page 16 of 39
In a matriarchy country known as Canada, tall women rule eastern Canada especially Ontario. They hold many team lead to middle and even upper management positions. In this part of Canada, India and Pakistan have …
In a matriarchy country known as Canada, tall women rule eastern Canada especially Ontario. They hold many team lead to middle and even upper management positions. In this part of Canada, India and Pakistan have taken over. Thanks brother
Identity Attack0.11976352
Insult0.04207976
Profanity0.014225035
Threat0.007029374
Severe Toxicity0.00333786
Low Tox 0.14950264 Constructive 0.542
Aug 24, 2025 8 likes Why Canadians Are Turning Against …
They're in plague proportions here in Australia also. Aren't we so very lucky. Thanks Labour Govt.
They're in plague proportions here in Australia also. Aren't we so very lucky. Thanks Labour Govt.
Identity Attack0.04023018
Insult0.06285016
Profanity0.019690514
Threat0.008764107
Severe Toxicity0.0034332275
Low Tox 0.14950264 Constructive 0.619 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks liberals. It is the new immigrants!
Thanks liberals. It is the new immigrants!
Identity Attack0.10221587
Insult0.034562174
Profanity0.015044857
Threat0.0078449575
Severe Toxicity0.0038719177
Low Tox 0.14950264 Low Con 0.224
Aug 27, 2025 Why Canadians Are Turning Against …
The left will have a nice meltdown when the United States takes us over. Our economy is non existent, Canada is going bankrupt! Our neighbours across the border will have no choice but to rescue …
The left will have a nice meltdown when the United States takes us over. Our economy is non existent, Canada is going bankrupt! Our neighbours across the border will have no choice but to rescue us. U.S. will not tolerate a communist government next door. We shall thank all the liberal voters for making it happen.
Identity Attack0.0376521
Insult0.060927123
Profanity0.015079016
Threat0.010731863
Severe Toxicity0.002822876
Low Tox 0.1460314 Moderate Con 0.348 Fear_Threat
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
The old Dutch guy in the interview was right. When my father applied to bring us to Canada, we went through many tests and procedures, police checks from back home, and even from the FBI …
The old Dutch guy in the interview was right. When my father applied to bring us to Canada, we went through many tests and procedures, police checks from back home, and even from the FBI to prove we had never been to North America and the process lasted almost a year and a half. No money was given to our family, my dad was working our step mother was working; but now all these immigrants get in quick and free. I have a friend that works for a bank and he tells me people who can't even speak English or French show up and deposit government cheques for 30 or 40 thousand dollars. What about Canadians born and raised here, some need help, they don't get big cheques. There has to be a stop to all this influx of people coming from other countries who have it really easy once they're here, thanks to the government. I'm not anti-immigration, as I'm an immigrant myself, but this BS has to stop.
Identity Attack0.1007269
Insult0.06477321
Profanity0.027000591
Threat0.0082074385
Severe Toxicity0.0038146973
Low Tox 0.1460314 Constructive 0.823 Personal_Narrative
Sep 20, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
Thank you for this report on Brampton. For context, I am a 4th generation Canadian, my ancestors immigrated here a few years prior to confederation in 1867. I have worked in the tool and die …
Thank you for this report on Brampton. For context, I am a 4th generation Canadian, my ancestors immigrated here a few years prior to confederation in 1867. I have worked in the tool and die industry for decades and many of my associates work for or manage tool and die businesses in Brampton. Everyone in Brampton knows what is changing there. When I try to explain to my friends that what is happening in Brampton is not balanced, they do not understand, they think I am a racist. I told them that my Indian friends in Brampton feel the same way I do. They look at me like a deer in the headlights. Nothing has turned me against a politician so vehemently as Justin Trudeau's management of immigration. The man had no idea how to effectively manage immigration in a way which would integrate people into a culture and society such as Canada. That certainly is not creating a microcosm of one nation in a city.
Identity Attack0.07012023
Insult0.06512285
Profanity0.022013342
Threat0.0089712385
Severe Toxicity0.003566742
Low Tox 0.14429577 Constructive 0.874
Sep 26, 2025 59 likes Inside Canada's Indian Metropolis (Brampton)
As a canadian, thank you, we are all fed up nationwide.
As a canadian, thank you, we are all fed up nationwide.
Identity Attack0.05612817
Insult0.061626412
Profanity0.022696527
Threat0.006912862
Severe Toxicity0.0029945374
Low Tox 0.14429577 Constructive 0.56 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Consequences of mass immigration Thank a liberal
Consequences of mass immigration Thank a liberal
Identity Attack0.078392304
Insult0.028281843
Profanity0.015079016
Threat0.008414571
Severe Toxicity0.004043579
Low Tox 0.14256015 Moderate Con 0.338 Policy_Critique
Feb 20, 2026 Canadian immigration officers investigating hundreds …
Thank you for this! You should cover Canadian Oligarchs sometime
Thank you for this! You should cover Canadian Oligarchs sometime
Identity Attack0.058856625
Insult0.06354945
Profanity0.015249812
Threat0.008298059
Severe Toxicity0.0025177002
Low Tox 0.14082454 Low Con 0.275 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you for covering this! We are being invaded and the Liberal Government has been allowing it!
Thank you for covering this! We are being invaded and the Liberal Government has been allowing it!
Identity Attack0.048995655
Insult0.037395194
Profanity0.017845914
Threat0.010110466
Severe Toxicity0.0037193298
Low Tox 0.13388206 Moderate Con 0.469 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian, whose parents immigrated from India. Thanks for this. There’s to many students, even my parents agree. They’ve tarnished the reputation of the hard working immigrants who came here with nothing and have …
As a Canadian, whose parents immigrated from India. Thanks for this. There’s to many students, even my parents agree. They’ve tarnished the reputation of the hard working immigrants who came here with nothing and have built something for themselves.
Identity Attack0.10221587
Insult0.04383647
Profanity0.01174849
Threat0.006272047
Severe Toxicity0.0023555756
Low Tox 0.13388206 Constructive 0.746 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Trudeau and Marc Miller, thank for them for this mess. Will Carney and the current Liberals fix this mess, absolutely not. Instead, Carney brings in Lena Diab who literally has no idea what she's doing.
Trudeau and Marc Miller, thank for them for this mess. Will Carney and the current Liberals fix this mess, absolutely not. Instead, Carney brings in Lena Diab who literally has no idea what she's doing.
Identity Attack0.006289636
Insult0.07935401
Profanity0.015113175
Threat0.0066280556
Severe Toxicity0.0016117096
Low Tox 0.13214645 Low Con 0.211 Policy_Critique
Jun 17, 2025 How Canada broke its immigration …
Thanks to Trudeu government for making a 3rd world
Thanks to Trudeu government for making a 3rd world
Identity Attack0.04203484
Insult0.054376744
Profanity0.016001316
Threat0.007417747
Severe Toxicity0.0036239624
Low Tox 0.13214645 Low Con 0.217 Policy_Critique
Feb 11, 2026 3 likes Inside Canada's Indian Invasion...
This the results of continuing to vote in liberal progressive leadership,this was starting to happen in the U.S. Thank God most Americans have awakened to the madness and voted in a conservative president who is …
This the results of continuing to vote in liberal progressive leadership,this was starting to happen in the U.S. Thank God most Americans have awakened to the madness and voted in a conservative president who is taking control and stopping the madness.I suggest to you my Northern neighbors to do the same and save your Nation!
Identity Attack0.023796257
Insult0.06599696
Profanity0.019007329
Threat0.00713294
Severe Toxicity0.0021457672
Low Tox 0.12520397 Constructive 0.599
Aug 25, 2025 Why Canadians Are Turning Against …
Journalism is very important for sure, but empathy is even more important. People from 1st world countries will never understand how is it to live on a place that was colonized by the 1st world …
Journalism is very important for sure, but empathy is even more important. People from 1st world countries will never understand how is it to live on a place that was colonized by the 1st world countries, can only guess about it. Thanks for sharing, I am thankful to have the opportunity to see closer whats happening, you took lots of risks, hopefully nobody will get hurt. Pray for every God you can, without faith we are only animals eating, sleeping, mating and defending ourselves, pretending to be better than someone else. Peace
Identity Attack0.04048799
Insult0.06512285
Profanity0.025360947
Threat0.009359611
Severe Toxicity0.003643036
Low Tox 0.123468354 Constructive 0.756 Moral_Argument
Feb 7, 2026 Inside Canada's Indian Invasion...
Without Jesus Christ, bringing in millions of people who worship evil will bring anyplace down. Thankfully the Holy Spirit dwells in temple's of flesh and not building's. I would be worried about this around me. …
Without Jesus Christ, bringing in millions of people who worship evil will bring anyplace down. Thankfully the Holy Spirit dwells in temple's of flesh and not building's. I would be worried about this around me. G_d bless everyone.
Identity Attack0.068465814
Insult0.030926194
Profanity0.019553876
Threat0.008362788
Severe Toxicity0.0033569336
Low Tox 0.12260055 Constructive 0.609
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank you lord, for all these people speaking up. I am a proud Canadian woman. And I love people and animals.😊. I see my own country changing drastically and it's not for the good. I …
Thank you lord, for all these people speaking up. I am a proud Canadian woman. And I love people and animals.😊. I see my own country changing drastically and it's not for the good. I see alot of hatred from people who are not from my beautiful country. I don't know why they have so much hate for people from Canada, I am not saying everyone from a different country are like that but just from what I witnessed. If you have so much hatred than why are you here? This is a beautiful country no need for hatred. Please respect one another and stop the hate, just be happy you are in a country that has alot of opportunity to be free and live happily. 😊❤.
Identity Attack0.06749674
Insult0.054376744
Profanity0.02344803
Threat0.00756015
Severe Toxicity0.0032234192
Low Tox 0.121732734 Constructive 0.808
Aug 31, 2025 75 likes Why Canadians Are Turning Against …
Thank you, Tyler, for exposing what the evil, lying media won't. You are truly and HERO. Keep up the great work. We love you. ❤🤍💙
Thank you, Tyler, for exposing what the evil, lying media won't. You are truly and HERO. Keep up the great work. We love you. ❤🤍💙
Identity Attack0.0060676485
Insult0.07365121
Profanity0.016479544
Threat0.005935457
Severe Toxicity0.0015449524
Low Tox 0.12086493 Constructive 0.555 Solidarity
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Tyler, thank you for doing more to expose the horrendous immigration and related fraud activities throughout the country more than any of the major news networks. Truly, the American and Canadian media complex is probably …
Tyler, thank you for doing more to expose the horrendous immigration and related fraud activities throughout the country more than any of the major news networks. Truly, the American and Canadian media complex is probably more involved in covering up these activities than anything.
Identity Attack0.043839492
Insult0.0638991
Profanity0.011458136
Threat0.006647474
Severe Toxicity0.0022125244
Low Tox 0.12086493 Moderate Con 0.477
Jan 27, 2026 Inside Canada's Indian Invasion...
Honestly, they are great people and I think they bring a lot of culture and family orientation back to Canada I feel like it’s roots. I mean, we are the first generation with cell phones …
Honestly, they are great people and I think they bring a lot of culture and family orientation back to Canada I feel like it’s roots. I mean, we are the first generation with cell phones so things aren’t gonna go well for the first generation so I hope to see change in the next, but I really hate the racism. Because at the end of the day, this world belongs to all of us. I’m married to a Punjab. And I’m very thankful I met him feel like a lot of Canadian men. Have become victims to the red pill ideology or cell phones are really just becoming a part of their ideologies. Indian families bring back real love and authenticity. My only problem is the criminals that are coming into the country that are hurting people when we already have enough problems in our own country.
Identity Attack0.10221587
Insult0.046764325
Profanity0.035900343
Threat0.008919456
Severe Toxicity0.0045394897
Low Tox 0.119997114 Constructive 0.799 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
Thank God , there is no Brown Sepoy in comments barking"As an InDiAn I aGrEe WiTh yOu SaAr".
Thank God , there is no Brown Sepoy in comments barking"As an InDiAn I aGrEe WiTh yOu SaAr".
Identity Attack0.060675595
Insult0.062150877
Profanity0.02474608
Threat0.0071588317
Severe Toxicity0.0029754639
Low Tox 0.11739369 Moderate Con 0.323 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
No thanks….we have Canadians that need to be cared for firstly!
No thanks….we have Canadians that need to be cared for firstly!
Identity Attack0.10221587
Insult0.031917825
Profanity0.01490822
Threat0.007327127
Severe Toxicity0.0031471252
Low Tox 0.11378009 Moderate Con 0.369 Moral_Argument
Jan 5, 2026 Migrants cross into Canada near …
TYLER!!! Thank you so much for showing what so many Canadians feel. These are not the immigrants I grew up with.
TYLER!!! Thank you so much for showing what so many Canadians feel. These are not the immigrants I grew up with.
Identity Attack0.10221587
Insult0.03335018
Profanity0.011236101
Threat0.006045496
Severe Toxicity0.002193451
Low Tox 0.11357342 Constructive 0.622
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you for coming to Canada to shed light on our failed immigration
Thank you for coming to Canada to shed light on our failed immigration
Identity Attack0.06567776
Insult0.036545437
Profanity0.010467518
Threat0.0064727063
Severe Toxicity0.0022602081
Low Tox 0.11347008 Moderate Con 0.47 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
To the lady crying …I so feel for you, I understand…I don’t have cable also …..I make less than you do a month……but thank goodness you don’t have children because that’s about a $600 a …
To the lady crying …I so feel for you, I understand…I don’t have cable also …..I make less than you do a month……but thank goodness you don’t have children because that’s about a $600 a month cost of ur lucky
Identity Attack0.0076955543
Insult0.035443626
Profanity0.016957775
Threat0.006912862
Severe Toxicity0.0024795532
Low Tox 0.11305673 Constructive 0.636
Aug 28, 2025 1 likes Why Canadians Are Turning Against …

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.