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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: "A least they are friendly …" 9 comments
\\Not suprised by the polish dude... most polish people i met here living and born in the states have the most racial takes ! I was at a bar in NYC and i lost my …
\\Not suprised by the polish dude... most polish people i met here living and born in the states have the most racial takes ! I was at a bar in NYC and i lost my ID so i took my American Passport with me as a substitute and I showed the bouncer and he let me in the dive bar and i sat down to order and I hear an Old Polish dude with a accent tell his buddy "well at least we know its legal" as i turned to say "let me see your ID cause your accent is not american" as he started talking shit out loud and I told him" look at the foriegner telling a Mexican American man who is Native to the Americas with Native American ancestry that he does not belong in North America" my friends had my back and the bartneder gave me a free drink and stopped serving the Moron.... want to know something funny... I was born and raised in Brooklyn parkslope and went to a Polish Catholic school from Pre k to kindergarten and i was the only non polish person in the school and I spoke some words in polish as my baby sitter was an old polish woman.
Identity Attack0.4931391
Insult0.4339631
Profanity0.46222726
Threat0.13178273
Severe Toxicity0.16960317
Moderate 0.47772613 Constructive 0.686 Personal_Narrative
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
I've heard that many of my middle-class Chinese friends living in Canada have already left or are in the process of leaving. Congratulations, Canada, at least you got rid of the Chinese.😂
I've heard that many of my middle-class Chinese friends living in Canada have already left or are in the process of leaving. Congratulations, Canada, at least you got rid of the Chinese.😂
Identity Attack0.55044734
Insult0.22303216
Profanity0.04266402
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.42985553 Constructive 0.568 Identity Attack Identity_Assertion
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
I wouldn't like immigration to my country too and seing my way of life change...but we should give credit to the Sikhs who feed people free of charge...i experienced their generosity way back in 2005 …
I wouldn't like immigration to my country too and seing my way of life change...but we should give credit to the Sikhs who feed people free of charge...i experienced their generosity way back in 2005 in London when my friend took me along to a gurdwara,my first time . They don't ask any questions, they just feed and you will see people volunteering their services at preparing the food and someone else serving you...at least, they give back to society unlike some of the filthy rich who just want to hoard more and give nothing back . People don't realize that the world revolves on kind people and their generosity. If everyone was greedy, there would be nothing else to hoard and you can't even take it with you when your life ends. I guess it's just a matter of perspectives and your life experiences !
Identity Attack0.39461556
Insult0.37506318
Profanity0.20808282
Threat0.012699619
Severe Toxicity0.023076924
Moderate 0.38601747 Constructive 0.844
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Pierre Poilievre’s Immigration Hypocrisy: A Study in Convenient Principles Disguised as Conviction Pierre Poilievre has never met a border he did not want to fortify, a refugee claim he did not want to scrutinize, or …
Pierre Poilievre’s Immigration Hypocrisy: A Study in Convenient Principles Disguised as Conviction Pierre Poilievre has never met a border he did not want to fortify, a refugee claim he did not want to scrutinize, or an irregular crossing he did not want to turn into a national morality play. For years, he has warned Canadians that the country is being overrun by “illegal border crossers,” “queue jumping asylum seekers,” and “abusers of the system.” He delivers these warnings with the solemnity of a man announcing a biblical plague, not a handful of exhausted families walking across a ditch in Quebec. In Poilievre’s political universe, Roxham Road is not a rural footpath. It is a symbol of national decline. It is chaos incarnate. It is the place where the rule of law goes to die. It is, in short, the perfect stage upon which he can perform his favorite role: the lone defender of order in a world gone soft. At least, that is the story he tells the public. The private story, as publicly reported, is considerably less heroic. The Public Record That Refuses to Behave: According to reporting from The Breach and the National Observer, someone described as the uncle of Poilievre’s spouse has an immigration history that reads like a greatest hits compilation of everything Poilievre claims to oppose. The reporting outlines that he entered Canada and made a refugee claim. That claim was refused. A deportation order was issued. He later re-entered Canada through Roxham Road. He then filed a humanitarian and compassionate application. Poilievre’s spouse reportedly helped prepare that application. This is not fringe gossip. This is what journalists documented through correspondence, interviews, and immigration records. In other words, the exact pathway Poilievre condemns as “abuse of the system” is the same pathway publicly reported to have been used by someone connected to him. And suddenly, the man who treats Roxham Road like a national security breach becomes quieter than a library at midnight. The slogans stop. The outrage evaporates. The border, once a sacred line, becomes a flexible suggestion. The Rhetoric: A Symphony of Outrage: Poilievre’s immigration rhetoric is a carefully orchestrated performance. He warns that irregular border crossings undermine the rule of law. He insists humanitarian and compassionate applications are loopholes. He claims the system is being gamed. He declares that Canada must “take back control.” He delivers these lines with the moral certainty of a man who believes compassion is a gateway drug. In his speeches, asylum seekers are not people. They are symbols. They are props. They are the raw material from which he fashions his political identity. He is the sheriff. They are the threat. The border is the battleground. And Canada is the damsel in distress. It is a compelling narrative. It is also a narrative that collapses the moment it becomes personally inconvenient. The Reality: A Study in Elastic Principles: When someone connected to Poilievre uses the very same system he condemns, the rules change with breathtaking speed. Irregular border crossings are no longer a crisis. They are a misunderstanding. A technicality. A regrettable but understandable choice. Humanitarian and compassionate applications are no longer loopholes. They are legitimate pathways. Necessary tools. Evidence of a compassionate system. The border is no longer a sacred line. It is a suggestion. A guideline. A flexible concept open to interpretation. It is a remarkable transformation, like watching a man insist that jaywalking is a crime against humanity until his friend does it, at which point it becomes a misunderstood act of civic expression. The Political Convenience of Shifting Standards: Poilievre’s political identity is built on the idea that he alone will restore order. He alone will enforce the rules. He alone will protect Canada from the chaos of irregular migration. But the moment the rules become inconvenient, they are no longer rules. They are preferences. They are vibes. They are whatever he needs them to be in the moment. This is not a minor contradiction. It is a fundamental collapse of the moral architecture he has built his political brand upon. If irregular crossings are a crisis, then they are a crisis for everyone. If humanitarian applications are loopholes, then they are loopholes for everyone. If the system is broken, then it is broken for everyone. But Poilievre’s version of justice is not universal. It is conditional. It is situational. It is deeply, profoundly personal. The Broader Pattern: Institutions Are Sacred Until They Are Not: This is not the first time Poilievre’s principles have proven to be more flexible than advertised. He has attacked the Supreme Court of Canada when its rulings do not align with his political needs. He has accused the justice system of being too lenient when it suits him and too harsh when it does not. He has framed himself as the defender of institutions while undermining them whenever they become inconvenient. It is a pattern. It is a habit. It is a worldview. And it reveals something essential about his politics. For Poilievre, institutions are not pillars of democracy. They are tools. They are props. They are instruments to be used when helpful and discarded when not. The Satirical Truth: A Philosophy in One Sentence: Pierre Poilievre’s immigration philosophy can now be summarized with clinical precision: Canada must crack down on irregular border crossings, except for the ones that are fine. And he will decide which ones are fine. It is a stance that bends so far backward it could qualify for a gymnastics medal. It is a stance that reveals more about political convenience than national security. It is a stance that exposes the gap between what Poilievre says and what Poilievre does. And it is a stance that makes one thing abundantly clear. Polievre's Hypocrisy
Identity Attack0.10221587
Insult0.28586254
Profanity0.023379711
Threat0.00866054
Severe Toxicity0.007209778
Moderate 0.30439767 Constructive 0.557 Policy_Critique
Feb 23, 2026 LILLEY UNLEASHED: The fall of …
I lived in Malton in the 1980s when the Sikhs arrived. We were naive in our approach to these newcomers. They bought homes and filled them with up to 25 people breaking property standards. They …
I lived in Malton in the 1980s when the Sikhs arrived. We were naive in our approach to these newcomers. They bought homes and filled them with up to 25 people breaking property standards. They bought the local school and filled the classrooms with cots for new arrivals. Nothing was monitored. Local police worked tirelessly dealing with cultural differences. They demanded rights! I was refused service in one of their stores. Crime went up by 27%, and research revealed that 7% of students in Mississauga were psychopaths from exposure to war and violence! Then, an Indian friend told me that after Ghandi's daughter's assassination, they went from one village after another, robbing and killing in order to get out of India. Thus, the $5000 cookie jar reference. His car was stolen. Working at the birth registry office, he observed they changed their identity and falsified documents. My 13 year old daughter was thrown up against a wall, and a ceremonial knife was put to her throat. Rapes were happening at the high school. I should have called the police many times, and I deeply regret not stopping this intrusion into our Canadian culture. Hazel, the mayor the time at least, stopped the construction of monster homes. Their sense of supremacy was tangible. It's well past the time to deal with unregistered apts, finding true identities and turning to the Indians made victims of the ruthless greed to get the truth.
Identity Attack0.10221587
Insult0.07365121
Profanity0.035649836
Threat0.01052473
Severe Toxicity0.005836487
Low Tox 0.16678599 Constructive 0.737 Personal_Narrative
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
One thing to highlight with not seeing any homeless Indians in that first seen is not that Indians are causing others to be homeless - rather, they are willing to help family out to prevent …
One thing to highlight with not seeing any homeless Indians in that first seen is not that Indians are causing others to be homeless - rather, they are willing to help family out to prevent homelessness! When we first came here (20+ years ago from Ethiopia), we couldn’t find work and faced homelessness. Our extended family came thru and let the 4 of us stay in a small 1 bedroom in the basement until we could get on our feet. By having a room to be safe in, we avoided a lot of the consequences of homelessness that would have made getting back on our feet exponentially difficult. What I have found shocking now to see as a Canadian of 20+ years is my non-immigrant Canadian friends who will watch quietly as their family members fall under the poverty line and towards homelessness, avoiding inviting them in to not “disrupt their peace” at home. I’ve had random family of friends stay with me in hard times to avoid them being on the street while my generally kind friends (at least to others!) did not take them in. This individualistic mindset of the West really means if you have a low point in life, you will plummet to rock bottom…. Ofc homelessness and poverty is multifaceted but a more collective approach to community would also reduce the burden!
Identity Attack0.17614605
Insult0.060927123
Profanity0.021466793
Threat0.008414571
Severe Toxicity0.004787445
Low Tox 0.1587729 Constructive 0.879
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
This all makes me very sad within the last 10 years because it's not what I grew up with and loved 😢 I grew up with multiculturalism enriching my childhood. Learning from different cultures at …
This all makes me very sad within the last 10 years because it's not what I grew up with and loved 😢 I grew up with multiculturalism enriching my childhood. Learning from different cultures at friends dinners and other different friends houses and attending eastern-themed event from all different parts of the East. There was so much to learn just in my own country from other people from other countries it was fascinating !!! I got to take part in different ceremonies and watch different people celebrate the same sort idea about something in much different ways, I loved it. I learned at least half of my best exterior Plastering tricks from people that had thick accents from all over the East and I'm better plasterer because of it. I learned cooking recipes in the kitchen that I probably never would have stumbled across randomly. I was shown in person all the nuances to certain ways different cultures cooked - like how amazing is that!! There are maybe only a few tricks that I was able to show in return but I always tried to do my best ! The amount of community an alternate types of activities or interesting festivals that without multiculturalism would not even exist . When I was young everybody new integrated into the neighborhood unit first got to know the neighbourhood we're introduced the community center and then obviously people have their own separate areas that they prefer. We first became one, one by one, and meet each other and try to have some fun together that's the whole point! Community or block parties when I was a kid had all of our parents looks like representatives from different countries, that's the way it used to be anyway.... where did it all go? I stopped seeing this type of beautiful multi-ethnic Harmony roughly 10 years ago. Not only that when I try to be a part of new things I am literally turned away or shunned in some weird way I don't know why... I can't even believe how I'm treated.
Identity Attack0.037394293
Insult0.024640027
Profanity0.023106437
Threat0.0071588317
Severe Toxicity0.0028419495
Low Tox 0.083999306 Constructive 0.852
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
A least they are friendly 😂
A least they are friendly 😂
Identity Attack0.0071405866
Insult0.015568925
Profanity0.022764845
Threat0.0074565844
Severe Toxicity0.0017738342
Low Tox 0.039226998 Moderate Con 0.373 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
At least they seem to be friendly and open....
At least they seem to be friendly and open....
Identity Attack0.0035702933
Insult0.009868891
Profanity0.012277958
Threat0.0068869707
Severe Toxicity0.0008773804
Low Tox 0.019980038 Moderate Con 0.447 Solidarity
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.