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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: "From a proud Canadian living …" 11 comments
I wonder why these traitors to Canada haven't been dragged out of office and hung from the nearest tree... They did this on purpose with malice and forethought... Read agenda 2030 proudly written by circus …
I wonder why these traitors to Canada haven't been dragged out of office and hung from the nearest tree... They did this on purpose with malice and forethought... Read agenda 2030 proudly written by circus clown carney where he plans to invite a total of 65 million muslims from africa, middle east and the third world making our population 100,000,000. we will be outnumbered by indians from india, middle east, and Africans. The problem with any immigration is when we only take the best and the brightest we are stealing away the future from those nations, when we take in the illeterate we are burden by their tribal backward ideologies, and have to care for these people from cradle to grave as they will never be able to compete in an open job market where every grade three student has a better education than they. We MUST send them all home. ALL OF THEM. Why are we allowing a man who hasn't lived in Canada for over thirty years, a man whos primary residence is in New York state to be leader? He's not truly Canadian, and shouldn't have been allowed to enter public office.
Identity Attack0.44690517
Insult0.5130944
Profanity0.1413768
Threat0.49142194
Severe Toxicity0.15443328
Moderate 0.52007306 Moderate Con 0.431 Insult Unverified_Claim
Feb 24, 2026 1 likes LILLEY UNLEASHED: The fall of …
My grandfather fought in wwII. It's sad but I'm so happy he is not here to see what has become of this country he fought and risked his life for. Its so pathetic . I've …
My grandfather fought in wwII. It's sad but I'm so happy he is not here to see what has become of this country he fought and risked his life for. Its so pathetic . I've always been proud to be Canadian now I want to get out of this country and live elsewhere. I feel my grandfather left his family risked his life for Canadians to be living in encampments while we continue to allow more immigrants into this country that do not respect it. Not only can we not find housing and are living in tents. It's funny but I don't see any immigrants living in tents. Where can I vote to be the 51st state. Sign me up
Identity Attack0.23770751
Insult0.44126466
Profanity0.0816113
Threat0.009281937
Severe Toxicity0.012703998
Moderate 0.39842087 Constructive 0.695 Personal_Narrative
Aug 30, 2025 7 likes Why Canadians Are Turning Against …
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them …
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them either make india better or live here there is no need to move out HIndus are already started birthcontrols being aware is just all we need thats it i think whites or native people are right because no one likes sudden changes !! I am also capable of moving out but i will not i think i can do something better here i can make my community better . Indians also have this some kind of invisible competetion between there extended fam. or neighbourhood which is the one of the shittiest reason of indian leaving india they think washing dishes is better then a business or farmer here . I know we have multiple problems but leaving them would not give any solution to them ,we are actually growing it takes time to be like any europian country but im sure we should not have to like them we can be better in our own we are not in a race of living better all we have to do is making our living standards better Rule No 1 Never make more than 2 children Dont do something uncivilied thing in front of them We are really good in cleaning our houses but focus on streets too( ofc this is not for all many of us are actually doing this) Dont give shit about politics too much your control should be in your hands Practice religion very well , Dont cutt off from roots Dont beileve in pathetic rituals Rivers are water sources respecting them means keep them clean as possible thats all Work on esthetics of your streets try to make your house lil similar to all and dont think of job either you can make jobs THATS ALL. In this case like if we say we dont want to tolerate illegal bangladeshis same as they NO nation wants too much people from a particular country it obviously feels like invaded Anyhow To all white people reading this May be you can found us problematic in some way but most indian are really sweet and kind by heart .
Identity Attack0.36702603
Insult0.24493282
Profanity0.092279755
Threat0.010472948
Severe Toxicity0.014447021
Moderate 0.31963667 Constructive 0.707
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
The damage is done. Liberals ruined this country and let us down. They are just importing their voters. In 10 years they’ve been in power they created tones of new citizens to vote for them. …
The damage is done. Liberals ruined this country and let us down. They are just importing their voters. In 10 years they’ve been in power they created tones of new citizens to vote for them. I’m a first generation immigrant. The selection process for us was extremely hard. We were well educated professionals with university degrees, healthy (checked), had to provide funds allowing us to live for at least 6 months without any support from welfare organizations, no OHIP for 3 months. Why has this system been changed? How do all these people without education, money or skills coming here? Why our country is flooded with illegal immigrants? I love Canada dearly. It’s my home now. I’m a proud Canadian. And I’m very sed to watch my country decline like that. Shame on you Liberals.
Identity Attack0.10221587
Insult0.16788013
Profanity0.029050145
Threat0.010550622
Severe Toxicity0.005569458
Low Tox 0.25084448 Constructive 0.678 Personal_Narrative
Sep 14, 2025 1 likes Why Canadians Are Turning Against …
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different …
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different people since I was 18 and learned great things I can add to my construction or cooking repertoire that you could possibly couldn't learn in the West without diversity. BUT now we have a group of people coming here buying up businesses while only hiring people from their country buying up single homes putting up crammy 8 plexus, and only renting to people from their home country. If these were French people like my heritage is, I would be even more pissed because I could say something without being called a racist. These immigrants are coming here with one goal retribution against the English Empire for the past or some shit, I dont know, and they're taking it out on us Canadians. over 5 years I've collected proof so I feel very safe coming out now and talking about this because I have everything to back it up. Those single homes I was talking about half of them burned down and they use insurance fraud money add multiple loopholes to use government money along the way as well, that's damn taxpayer money building parts of these homes... I'm a concrete worker they do not let these walls set properly, they don't seal the windows and doors properly, everything's going to leak but because they only rent to people from their home country after 3 years they can take their name off the property and nobody and I mean nobody is going to report leaks because they have a tyrannical control over who they rent to.... I dont even need to name the group because its OBVIOUS, living in the same city most ky life I've seen a drastic change, and this isnt intregation like my family did as they we're the members of french part of the metis tribe long ago. 5 years in a row they have added an average of 70,000 people legally to the city I live in I live in of 1.4 million people that is absolutely absurd the train system is packed all the way until 1:00 a.m.... it's just simple economics you can't add that many people and have a sustainable City.... these idiots never played sim city or some shit Also there are millions that came pretending to get spots in our universities and didn't show up, and these are the same people that are buying up all the businesses and houses and only letting the people from their own country be involved that is not integration....... There's also a huge problem with people faking Refugee status from this very place and there's even a few videos circulating online on just how to do it people from this country bragging how their making double of the average income of a Canadian a year PLUS free food and board from this fake Refugee status, HOLY FUCK! We are radicalizing here in Alberta and it's about to get real. Not only do these immigrants only want their own people involved in anything they are rude as hell when confronted about any of this even in a kind way.  There's a great deal of them that are at the top of the fenthinal distribution. mind you a lot of that's being shipped from other places but the distribution hails differently....roughly 70% of the major fenthinal arrests and seizures have those paticular heritage backgrounds to prove it. They are destroying the country in SO MANY WAYS, im DONE trying to be civil or nice about this debate,  5 years is my limit bitches, fuck you, fuck off or we'll fucking make you -Alberta proud , and fuck you again bitches
Identity Attack0.06749674
Insult0.0720671
Profanity0.06145202
Threat0.007534259
Severe Toxicity0.005493164
Low Tox 0.16043124 Constructive 0.775 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
I was born and raised in Brampton (but of South Asian descent via the Caribbean) and it pains me to see how the city has changed over the past 20 years. I was raised to …
I was born and raised in Brampton (but of South Asian descent via the Caribbean) and it pains me to see how the city has changed over the past 20 years. I was raised to be a proud Canadian and to be grateful for the opportunities that this country has afforded my family and I. I am a Canadian first, and Guyanese/Indian second. The issue I have with the city is that you have enclaves of ethnically homogenous people who refuse to assimilate - I once went into a Tim Hortons at Peter Robertson and Dixie, and was laughed at by the cashiers because I could not speak Hindi/Punjabi (despite being brown). There is nothing wrong with immigration - it makes the country stronger. HOWEVER, that only happens if the immigrants work to collectively advance the interests of the country and accept the rules/societal norms of the country they now call home. Instead, they find ways to circumvent/exploit the system - they are less interested on making society better, and more interested in individual advancement. I live in Professors Lake, which historically was one of the more affluent areas of the city. Now, there are several houses on my street that have essentially become boarding houses, divided into units of four with 10+ people living inside. I fully understand why white Canadians are feeling displaced, and it pains me that anti-immigrant sentiment has soured the way people look at me (despite being born in Canada).
Identity Attack0.13377325
Insult0.06285016
Profanity0.017436003
Threat0.007365964
Severe Toxicity0.004272461
Low Tox 0.15600902 Constructive 0.842 Personal_Narrative
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Red kneck felo you wer an immigrant too .let's live proud canadian ❤
Red kneck felo you wer an immigrant too .let's live proud canadian ❤
Identity Attack0.09245483
Insult0.053791173
Profanity0.020783609
Threat0.006699257
Severe Toxicity0.0039863586
Low Tox 0.13214645 Moderate Con 0.366 Solidarity
Dec 6, 2025 1 likes 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 …
Yes in the 80’s as a new emigrants we had to work for our living. We never ever thought to get help from the government we are all integrated in to a Canadian society. We …
Yes in the 80’s as a new emigrants we had to work for our living. We never ever thought to get help from the government we are all integrated in to a Canadian society. We paid taxes from the day one that made us true Canadian citizens. Which I’m a very proud of. In my street two houses own by East Indians They don’t take care of their properties like us taking care of our property. Should I assimilate in to there’s way of life ? Or they should assimilate into our society? The answer to this question is very simple . Assimilate to our way of life or move back to India.
Identity Attack0.10221587
Insult0.04383647
Profanity0.016001316
Threat0.00713294
Severe Toxicity0.0034332275
Low Tox 0.11652588 Constructive 0.733
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
3:12 THIS IS THE TRUTH. The older immigrants that helped build their communities alongside the Canadian people, were willing to assimilate, to learn, to be APART of the community, this is NO LONGER THE CASE, …
3:12 THIS IS THE TRUTH. The older immigrants that helped build their communities alongside the Canadian people, were willing to assimilate, to learn, to be APART of the community, this is NO LONGER THE CASE, and hasn't been the last 8 years. Back in the day our family would stop and give lifts to pedestrians who were elderly, carrying heavy items, or it was too cold, hot, whatever it was, my parents learned this when they immigrated to Canada and assimilated within their communities, and worked hard to be able to communicate the common initiative of prosperity. If you're able to come to a new country, be able to live there without ever learning the heritage of the land you inhabit, it's a shame. I'm proud to be a Canadian, and even more proud of my Immigrant parents for working hard to achieve what they have today, Godbless Canada 🙏
Identity Attack0.062039822
Insult0.043250903
Profanity0.020783609
Threat0.0075083673
Severe Toxicity0.0038337708
Low Tox 0.11378009 Constructive 0.832 Personal_Narrative
Jan 24, 2026 Inside Canada's Indian Metropolis (Brampton)
The elephant in the room is the fact that the majority of immigrants come from one country. As someone who proudly escaped Canada I understand the difficulties of adapting and integrating into another culture. It …
The elephant in the room is the fact that the majority of immigrants come from one country. As someone who proudly escaped Canada I understand the difficulties of adapting and integrating into another culture. It is difficult and it would be far easier if there were just so many Canadians here that none of us have to adapt or learn a new language but could simply live in an insular community of Canadians and transplant our own culture here. When I go back to Canada I see that that is exactly what has happened there.
Identity Attack0.04564415
Insult0.030595649
Profanity0.01579636
Threat0.006097279
Severe Toxicity0.0020599365
Low Tox 0.08637348 Constructive 0.757 Personal_Narrative
Feb 17, 2026 13 likes LILLEY UNLEASHED: The fall of …

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.