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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

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Active: "canada should be declared a …" 15 comments
the hate divisional crap needs to stoo canada has become a multiculutral place but theindogenousppl deserve respect complletely it is infact still there land which few realize but it is ...they nver agreed to f …
the hate divisional crap needs to stoo canada has become a multiculutral place but theindogenousppl deserve respect complletely it is infact still there land which few realize but it is ...they nver agreed to f give up there lands and those that signed things didnt know the language so thus it ant be legaly held up ....because to have a s document declared legal you must know and underttsnd its contents ....if you dont know alanguage you dontknow the content ...
Identity Attack0.17847598
Insult0.5101222
Profanity0.39409557
Threat0.009955117
Severe Toxicity0.023223408
Moderate 0.509388 Constructive 0.619 Insult
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
canada should be declared a terrorist state for allowing jeetoids to even exist in our vicinity
canada should be declared a terrorist state for allowing jeetoids to even exist in our vicinity
Identity Attack0.48990932
Insult0.40243408
Profanity0.16264248
Threat0.17964768
Severe Toxicity0.02604016
Moderate 0.47119883 Low Con 0.141 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
"people believe in khalistan for rightful reasons" ??😂 Stay in canada, whenever you guys go abroad, We're happy for you. We don't want you here in india, please never come back. If you want khalistan …
"people believe in khalistan for rightful reasons" ??😂 Stay in canada, whenever you guys go abroad, We're happy for you. We don't want you here in india, please never come back. If you want khalistan in india, declare a war against us and take it (if you can, well you can't)🤣🤣
Identity Attack0.44690517
Insult0.1935001
Profanity0.04366605
Threat0.13414288
Severe Toxicity0.023076924
Moderate 0.3827457 Moderate Con 0.369 Humor_Satire
Feb 18, 2026 2 likes Inside Canada's Indian Invasion...
Muslims in Canada and welfare fraud, for example, a Canadian Muslim declares one of his four wives and the other three as dependents, then with 23 children later they then receive $400,000 per year of …
Muslims in Canada and welfare fraud, for example, a Canadian Muslim declares one of his four wives and the other three as dependents, then with 23 children later they then receive $400,000 per year of tax payer money, and that's only on family! It's happening in Canada..
Identity Attack0.46028158
Insult0.18728738
Profanity0.021876704
Threat0.008427517
Severe Toxicity0.014188796
Moderate 0.37751234 Moderate Con 0.475
May 14, 2018 22 likes How much do refugees and …
All these people praying to false idols in the hundreds in India alone, when there is only One True Living God in Jesus Christ. Then look at all of the people in Asia and all …
All these people praying to false idols in the hundreds in India alone, when there is only One True Living God in Jesus Christ. Then look at all of the people in Asia and all around the world worshiping the antichrist in the Islamic faith, doing voodoo and black magics in Africa, Jamaica, Haiti, Mexico, Columbia and the list goes on, all serving Satan praying to false gods. The concept of "one way to God through Jesus" stems from the biblical declaration in John 14:6 where Jesus says, "I am the way, the truth, and the life. No one comes to the Father except through me". This Christian belief holds that Jesus's unique role as God's Son, his perfect life, and his sacrificial death for humanity's sins make him the sole mediator and the only path to reconciliation and salvation with God. Yes, praying to false idols is considered a grave sin, as it is a form of idolatry that violates the fundamental principle of worshipping only the one true God. Idolatry is defined as the worship of something other than God, including physical idols, created beings, or even earthly things, and is seen as a profound sin because it steals glory due to God and prioritizes something powerless over the all-powerful true God. To pray to false idols from different Nations was and still is a trick, lie and manipulation of the devil to ensure that you all burn for all eternity in Hell with Satan, when Jesus returns. This is not meant as an insult to people from other cultures but a word of Gods truth being shared so you too can be delivered from the evil in todays word when Jesus does return and He is coming. Not everyone is guilty of evil works of the devil but we are all guilty of sin in every nation and every culture. God gifted us with the death of Christ so we can be delivered form sin in todays world and saved from eternal damnation. No other offer is made to man except those who believe in Christ. Why do you think that they want to destroy Christianity and all who choose God in Christ. Satan knows his time is up and he wants you and your generations to suffer eternal damnation with him. Government employees doing acts of terror against Christian places of worship. This is who our Corrupt Governments hire, not to protect and serve the people but do literal acts of terror against them. https://youtu.be/uCLkFrPdhXw Just look at our government run businesses in the LCBO https://youtu.be/THQWvc3_jcc ,which appears to have a very high number of East Indian employees as staffers and the police do nothing against it or in defense of the taxpayer. It appears that many from India are doing the devils works against Canadians https://youtu.be/LfLzJX7kXuI What is Pierre Poilievre doing for our economy again, as he claims that he has more important things to do to save our economy than stand in defense of the Canadian people for our rights and freedoms. https://youtu.be/sJyC7yda2FE Lies all lies as he plays the role of Pinocchio. Canada Nation Defense for terrorists against the people of Canada and believers in Jesus Christ. health Canada scientists promoting death and illness promoting things that are harmful to pregnant women, fake science and forcing these things on people by threatening their incomes livelihoods and freedoms to have basic living essential and conditions. Canada Revenue robbing every tax payer until the have nothing left. Even in your death as they find new was to ensure that death comes sooner than later in our lives by creating suicide programs, and free drug programs, criminal release programs, allowing criminals to break into your home to steal, destroy and kill you and your family, inviting terrorist into the country and free to do whatever harm they want to the Canadian people. You go to jail and they are free to do it again. This story of capital gains https://youtu.be/c0OukNP1vZ8is even before Carneys new 2026 Capital gains tax laws on you initial home and property as well, not just secondary real estate. They are greedy and want everything that you have worked your whole life for. Truth be told though, they have being saying this the whole time "you will have nothing and be happy" All these things are real and are happening in Canada under this evil agenda of both the Federal and Provincial governments. You as Canadians need to arm yourselves with the power Of God in Jesus Name as His word warns us in Ephesians 6:12; For we wrestle not against flesh and blood, but against principalities, against powers, against the rulers of the darkness of this world, against spiritual wickedness in high places. If you still don't believe me, then ask yourself "What has any one of those fake politicians Federal and provincial done against any of these evil actions that have been forced onto the Canadian people since Trudeau too power ten years ago...That was rhetorical, that have done nothing but talk from both sides of their mouths. They have done nothing for the people but they have served themselves in every possible way as they are all guilty of taking your money and living high on the hog while you go broke, homeless and without food. They are true evil ang guilty of crimes against humanity. I vow as I decree and declare to my Father in the heavens in the name of Jesus, that I will pray for the good people of Canada against this evil and corruption every day. I hope that many of you will join me in these prayers IN THE MORNING AND AT NIGHT, for Him to defend us against our modern day Pharaoh in Canada and deliver us from our oppressors', as He did for Moses and his people in the Book of Exodus against that evil that Satan brought and is bring to us again today. Amen!
Identity Attack0.40713623
Insult0.26957804
Profanity0.11477985
Threat0.014393489
Severe Toxicity0.022064678
Moderate 0.3722269 Constructive 0.51 Meta_Commentary
Sep 30, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Now, we officially declare: the prime minister of Canada - Narendra Modi. I think it's a good idea for Indian people to run Canada instead of European descendents because Indians are not as aggressive as …
Now, we officially declare: the prime minister of Canada - Narendra Modi. I think it's a good idea for Indian people to run Canada instead of European descendents because Indians are not as aggressive as Europeans.
Identity Attack0.3817989
Insult0.16053712
Profanity0.023174755
Threat0.009100696
Severe Toxicity0.008392334
Moderate 0.30452284 Moderate Con 0.488 Humor_Satire
Oct 11, 2025 2 likes 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 …
Hopefully Canada will start looking like Canada again. Canada will be declared an Islamic country if we keep this up.
Hopefully Canada will start looking like Canada again. Canada will be declared an Islamic country if we keep this up.
Identity Attack0.35624164
Insult0.07365121
Profanity0.020032106
Threat0.014738814
Severe Toxicity0.01121521
Low Tox 0.2854835 Low Con 0.179 Fear_Threat
Dec 27, 2025 2 likes Deportations From Canada at Their …
Im a Canadian citizen (born in Toronto) who hasn't lived in Canada for over a decade. I left and declared non-resident status. I visit nearly every summer, spending around $8-10k a trip as well as …
Im a Canadian citizen (born in Toronto) who hasn't lived in Canada for over a decade. I left and declared non-resident status. I visit nearly every summer, spending around $8-10k a trip as well as sending money back to support my parents in Ottawa. I get nothing from Canada, and rightly so. I have to purchase my own health insurance when coming back. That's completely okay with me because I haven't paid into the system for over 10 years. How in the hell is someone who hops over the border with no previous ties to Canada entitled to ANYTHING though? They should be shipped back to their country of origin and duties assessed on any imports from that country should be raised to cover those costs or some other method of recouping that money should happen.
Identity Attack0.059311368
Insult0.16337912
Profanity0.28593817
Threat0.00789674
Severe Toxicity0.011138916
Low Tox 0.2820025 Constructive 0.765
May 26, 2018 6 likes How much do refugees and …
Canada will be declared for the Indian Empire in our lifetime
Canada will be declared for the Indian Empire in our lifetime
Identity Attack0.19100772
Insult0.04852104
Profanity0.02344803
Threat0.018364733
Severe Toxicity0.007286072
Low Tox 0.19893374 Low Con 0.215 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
You're all spot on! How is it even possible coming from US and declaring asylum in Canada? And then we have fake refugees, students overstaying visa and applying for refugee status and playing our system, …
You're all spot on! How is it even possible coming from US and declaring asylum in Canada? And then we have fake refugees, students overstaying visa and applying for refugee status and playing our system, rejected applicants enjoying our health care system etc. What a mess and insult to genuine applicants who lined up and went legally through the immigration system.
Identity Attack0.10221587
Insult0.075868964
Profanity0.014054239
Threat0.007094103
Severe Toxicity0.003566742
Low Tox 0.17805049 Constructive 0.702 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Canada situation is not immigrant’s fault, this is government fault. Someone from a third world nation, will always try to find better opportunities in a different country and this is valid. The issue is that …
Canada situation is not immigrant’s fault, this is government fault. Someone from a third world nation, will always try to find better opportunities in a different country and this is valid. The issue is that Canadian Government needs to be strong enough and make revision to its immigration system; many people works years and years with no proper documentation, no declaring taxes because they are being paid in cash…not even speaking a basic English, however they have a life in Canada. It’s their fault? No, they just take advantage of a weak system. Is government fault? Sure.
Identity Attack0.06567776
Insult0.04149419
Profanity0.01627459
Threat0.0065633263
Severe Toxicity0.002708435
Low Tox 0.11161 Constructive 0.548 Policy_Critique
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Canada should be declared the 29th state of India and Brampton the 9th union territory.
Canada should be declared the 29th state of India and Brampton the 9th union territory.
Identity Attack0.041261412
Insult0.017227544
Profanity0.012414595
Threat0.0101363575
Severe Toxicity0.0024795532
Low Tox 0.058737632 Low Con 0.191 Humor_Satire
Feb 14, 2026 Inside Canada's Indian Metropolis (Brampton)
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial …
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial policies aimed at cultural assimilation and the suppression of Indigenous identities.  Key Impacts of Colonization Forced Assimilation via Residential Schools: The most significant factor in language loss was the government-funded, church-run residential school system, which operated from the 19th century to the late 20th century. Indigenous children were forcibly removed from their families and communities and sent to these schools. Punishment for Speaking Native Tongues: In the schools, children were forbidden to speak their Indigenous languages and were often subjected to severe physical, emotional, and sexual abuse if they did. Intergenerational Trauma and Knowledge Loss: The experience in residential schools caused profound trauma. Survivors often did not teach their children their traditional languages, partly out of fear of punishment and partly because their own fluency had been impacted, which inhibited the languages from being passed to the next generation. Discriminatory Legislation: The Indian Act: This legislation, along with other colonial policies, was used to suppress Indigenous cultural expression, including language. Official Languages Act: Canada's official language policies recognize only English and French as dominant languages, effectively marginalizing the over 60 distinct Indigenous languages that existed on the land long before European settlement. Dispossession of Land: Forcible removal of Indigenous communities from their traditional lands and onto reserves disrupted the deep connection between language, culture, and the natural environment. Indigenous languages often encode unique knowledge about local ecosystems, which was lost when communities were displaced. Social Stigmatization: Colonial ideologies viewed Indigenous cultures and languages as "inferior" or "savage," promoting English and French as the languages of "modernity" and "progress". This created a social hierarchy where speaking an Indigenous language could be a barrier to education and employment opportunities in the dominant society.  Current Situation and Revitalization Efforts The legacy of these policies has resulted in low numbers of fluent Indigenous language speakers today, with many languages considered endangered or critically endangered. However, there are significant ongoing efforts toward language revitalization.  The Canadian federal government passed the Indigenous Languages Act in 2019, which aims to support the efforts of Indigenous peoples to reclaim, revitalize, maintain, and strengthen their languages. Indigenous communities, educational institutions, and organizations are actively working to preserve languages through immersion programs, community initiatives, and documentation. UNESCO has declared 2022 to 2032 the International Decade of Indigenous Languages to draw global attention to the urgent need for preservation and promotion.
Identity Attack0.026408968
Insult0.019934712
Profanity0.014122557
Threat0.008738215
Severe Toxicity0.0016593933
Low Tox 0.04735767 Constructive 0.612 Moral_Argument
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
I really don't understand why even this is a news. Its implicit that when visa is about to expire, person must leave the country applies to any country in the world. Are we really a …
I really don't understand why even this is a news. Its implicit that when visa is about to expire, person must leave the country applies to any country in the world. Are we really a nation with open borders if so they declare it and invite anyone to come and give them PR card upfront when they onboard air canada flight.
Identity Attack0.0050317086
Insult0.009279887
Profanity0.010638315
Threat0.006246155
Severe Toxicity0.0007247925
Low Tox 0.01633588 Constructive 0.574
Jan 15, 2026 18 likes 2.9 million Canadian temporary visas …

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.