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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 #}

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Active: "Yet no one will talk …" 6 comments
Yet no one will talk about the mass tens of millions of Mexican invasion in america in the southwest in Texas, California. Mexicans in america are a much worse problem.
Yet no one will talk about the mass tens of millions of Mexican invasion in america in the southwest in Texas, California. Mexicans in america are a much worse problem.
Identity Attack0.6007182
Insult0.40243408
Profanity0.10363861
Threat0.014738814
Severe Toxicity0.023552058
Moderate 0.51869136 Low Con 0.278 Identity Attack Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is being ruled by a globalist criminal cartel. Arrest the traitors in Ottawa. Vancouver BC has truly become a hub of transnational organized crime and our government seems blithely unopposed at best, a criminal …
Canada is being ruled by a globalist criminal cartel. Arrest the traitors in Ottawa. Vancouver BC has truly become a hub of transnational organized crime and our government seems blithely unopposed at best, a criminal participant most likely. Seriously, its looking more and more like elements within the Canadian federal government are complicit in importing Fentanyl for money laundering and housing bubble purposes, and tangentially, our government therefor has chosen to make Canada part of a supply chain that involves cartels, Triads, the CCP, and kills a ungodly amount of Americans and Canadians. Literal organized crime money laundering and the government has been *encouraging* it since the 80s and its largely why our houses are now insane prices. I'm not being facetious when I argue that Vancouver is the frontlines for the modern Opium War the CCP is waging on The West. Look up Vancouvers Downtown Eastside. Our government is complicit with Cartels and the CCP in importing Fentanyl as it's used in the real estate money laundering business dubbed 'The Vancouver Model'. "The Vancouver Model mixes legal and illicit cash, such as that from fentanyl sales. The pooled money is then used to buy high-end real estate, funded by capital flight and casino high rollers. The real estate is then used as a sort of deposit, helping to feed the insatiable need for luxury real estate. The more fentanyl sold, the more luxury real estate is needed. It doesn’t matter how big it is, it just needs to be expensive. Diabolical, but genius. Maybe Canada should consider fentanyl deaths a market fundamental?" -Sam Cooper’s book, Wilful Blindness: How A Network of Narcos, Tycoons and CCP Agents Infiltrated The West. The federal government opposes efforts to secure our ports. We literally don't have law enforcement that checks incoming containers; anything and everything can flow through our ports unhindered. fentanyl, human trafficking, nobody knows. Deltaport has no port police, not even 1 / 100 containers are scanned. The Mayor of Delta BC has been demanding security at Deltaport for ages and it's not being done why? "A recent U.S. congressional report argues that the Chinese Communist Party's (CCP) strategy relies less on overt military actions and more on covert tactics, including trafficking of fentanyl and leveraging money laundering, aimed at exploiting vulnerabilities across social, economic, and health domains. "Fentanyl precursors are manufactured in China and shipped to Mexico and Canada. For precursors that arrive in Mexico, Chinese transnational mafias work with Mexican cartels to smuggle and distribute fentanyl in the United States on behalf of the CCP," the report states. "The DEA confirmed Chinese transnational crime leaders hold government positions in the CCP and indicated that Chinese transnational crime organizations are dedicated to the CCP." "The public deserves to know about the CCP’s role in fentanyl production and how the Party is using fentanyl as a chemical weapon to kill Americans," the report adds. It recommends that Washington publicly "blame the CCP as much as the DEA and its partners currently blame the Sinaloa Cartel" for fentanyl trafficking and urges the government to "educate international allies about CCP chemical warfare" and encourage them to condemn Chinese transnational crime. According to congressional investigations, Beijing is actively incentivizing the export of fentanyl and methamphetamine worldwide. The report alleges that Chinese criminal organizations, including Triads led by individuals with official positions in the CCP, are working alongside Mexican cartels to generate profit to fund interference operations in America." -Sam Cooper The Bureau substack. Now we have a probable Epstein associate in power (Carney has multiple family members listed in Epsteins little black book). Our 'elected' leaders in Canada are so deep in the globalist billionaires pockets that he even the Liberal half of the "2" party system are okay with selling out Canada to transnational oil and gas globalist megacorps. PPs CPC and Carneys LPC both seem to have forgotten these are the same people / megacorps that poisoned us with Leaded gasoline; still poison us with hexane, and all sorts of pollution they are allowed to store in the air we breath. Why should the taxpayer pay for their infrastructure? Yet you can't NOT vote for oil and gas. Green gets a good amount of the popular vote but never any power because Canada rigs every election with FPtP. Its how the "2" party system maintains control forever. Trudeau was elected with a promise to end fossil fuel tax subsidies but they're over $20+ Billion Canadian taxdollars now (before the $80billion negative externalities), and he obviously broke that promise, probably because the oil and gas industry and their cronies wouldn't let him. Why does an anti-oil and gas politician flip so hard? Money, Blackmail maybe. Epstein - we won't know because our governments don't seem to care to actually investigate it, for legitimate witch hunt reasons perhaps, but there is evidence suggesting that Israeli intelligence is/was running a blackmail operation on powerful people throughout NATO (check out Daryl Coopers MartyrMade podcast on Epstein). we need to force much, much more transparency in government. Its the same throughout NATO. Here in Canada Trudeau was just the 'fall guy' for the various corporate industrial complexes that own our politicians through lobbyists. The oil and gas industrial complex (remember when Trudeau promised to end fossil fuel tax subsidies and instead tax subsidies to this private, for-profit industry with titanic negative externalities, only increased to over $20,000,000,000 (billions of dollars in a nationstate of millions)), the cable industrial complex, the mining, fishing, forestry, and other resource extraction industrial complexes, the military industrial complex (not just in Canada, but all of NATOs military industrial complex has too strong of an influence over our politics). These are all owned by a relatively small group of billionaires. We, the people, are all getting poorer while the rich get richer; our civilization in "The West" is sick, and the corrupt actions of many arms of our corporate industrial complexes and their Oligarch owners are not a symptom, but the foundation of the sickness. Our political parties are owned by them, our prisons, our food industries are the same people that used to own Cigarette companies, its incestuous how small this group is becoming. They'll put Lead in the gasoline AND milk next time we stop forcing these profit driven asshole corporations to act ethically. Some billionaires are cool. Some industries NEED regulation. We want industry, but we ship logs unprocessed out of the province all the time, we WANT forestry corporations that nurture a forest that 7 generations down the road can still be harvesting, instead we get clearcuts and insane levels of topsoil erosion. Old Growth 99.99% gone and still going. Vast swaths of land are now Pine monocrops where 'forests' once were. Why do we think our forests burn every summer now? dead monocrops, like the potato famine but with pine beetles. profit driven megacorporations are fucking Canada and convince us all to vote them in each election cycle because everyone is 'strategically' voting their favourite half of these same industries back into power generation after generation. These transnational corporations only care about money, and they use 'us vs them' narratives like 'identity politics' to divide us into 2 political parties, which they own both of, and market these two 'options' as the only alternative to each other, thereby staying in power forever. PP - a globalist tool of transnational Oil and Gas megacorporations Carney - a globalist tool of transnational Banking megacorporations. 2 sides of the same global coin. Canada was cooked regardless of who won. Welcome to the New Canada - Cartelanada? with a 2 party system where both sides are owned by the same people (globalist billionaires, not any ethnicities that may come to mind) through untraceable chains of 'lobbyists' and shell companies. They will strip Canada of all resources as fast as possible, they will strip our bank accounts of all value as fast as possible, and they'll continue to flood our country with more than 1.2 MILLION immigrants a year while not building homes. The Cons would not have fixed this, because they are the other side of the same coin. Imigration can be done ethically, where it doesn't supress wages and crank up home prices, alas, Canada doesn't seem to care about the current generations being able to afford homes or kids, and chooses to literally replace our families with immigrants. To emphasize, the traitors in Ottawa are to blame for this, not people seeking a better life who are being trapped in the same dystopian poverty drug addled nightmare as countless people born here, in what *should* be one of the wealthiest nationstates to ever grace the Spaceship Earth. The system is both broken and stolen; only small party votes were votes for Canada - voting for either the Cons or Libs was just voting in the same transnational globalist corporations as always. we've all been brainwashed by the biggest propaganda game in politics - 'strategic' voting. Thanks for coming to my -hyperautist- ted talk
Identity Attack0.2816105
Insult0.3682569
Profanity0.13873272
Threat0.09929679
Severe Toxicity0.016706496
Moderate 0.37751234 Constructive 0.595
Aug 31, 2025 1 likes Why Canadians Are Turning Against …
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city …
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city is swamped with their people so they don’t have to communicate in english, i cant even count the number of times these people have talked to me punjabi while i tell them i don’t speak punjabi and they start getting offended ask me why i dont , like bro I’m from a different part of india , why don’t you speak my mother tongue or english to begin with , also the flexing culture they have is crazy , all i want to say is if you don’t know how to communicate in a language and still move to that country and complain you don’t have enough opportunities in your country you might be at fault not your country nor the new one that you moved into,most of them don’t even have papers , want a separate country for themselves, lack the skills and yet they are living like this, blame the government who let this happen not the rest of us.
Identity Attack0.30256465
Insult0.17486192
Profanity0.12286829
Threat0.016120117
Severe Toxicity0.01935331
Moderate 0.3048984 Constructive 0.585 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
As a Canadian, one that lives in GTA at that. Thank you for this video! We have two first languages (French & English)..yet speaking Punjabi is now an asset. Tim Hortons & McDonald’s used to …
As a Canadian, one that lives in GTA at that. Thank you for this video! We have two first languages (French & English)..yet speaking Punjabi is now an asset. Tim Hortons & McDonald’s used to be for our youth…now they can’t get jobs. The one thing we all loved growing up is the fact that our country was so diverse/multicultural. So many people actually born here either move further or have been leaving the country because theres damn near no more Canada. I’m just glad someone finally made an actual video talking about this 🙏🏽Not everyone is a problem, it’s really the past 3-4years that have been awful
Identity Attack0.057492398
Insult0.0654725
Profanity0.25458565
Threat0.0074048014
Severe Toxicity0.008277893
Low Tox 0.18174082 Constructive 0.805 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I worked since I was 14, (A lot of times evenings and weekends, several times, two jobs)! I am now 63, I got hurt at work! First I had to fight compensation for a year, …
I worked since I was 14, (A lot of times evenings and weekends, several times, two jobs)! I am now 63, I got hurt at work! First I had to fight compensation for a year, ZERO $$$! Then I had to apply to get Disability Canada Pension because I can't physically work anymore.. (damaged back, head injury, I have to use a cane and knee braces to walk)! I spent my savings just surviving while being forced to fight for MY money from my own government for 5 years just to get a measly $300. a month! THAT'S IT! Luckily my spouse works , we paid off our house ten years ago! But, we still barely get by! Every person I speak to about my case with the government on the phone, can barely speak English and yell at me or are VERY impatient with me, because I can't understand THEM, they usually hang up! When I ask to please speak to someone IN Canada, they hang up, then I have to wait another hour to talk to someone else! (I went to 4 government funded agencies to see if I could possibly get a job working from home, because I have trouble getting out! All sent me somewhere else! One agency who is supposed to help disabled people in WPG, REES, the agent refused to talk to me or look me in the eye, * he got a supervisor to talk to me! Because he's Muslim and I'm Gay! They were continuously hostile/aggressive towards me without reason??? I volunteer at 2 different food banks , I've met TONS of people who have never worked a day in their lives, their family, parents, grandparents have never worked... EVER! Yet they have brand new trucks??? Still go to food banks? AND, several new Canadians who I've met, have never worked a day in Canada... Some with new cars??? Yet everyone else receives 10 times what I receive to live on??? I PAID TAXES ALL OF MY LIFE! We can't afford a car! Yet... I don't blame them! I would take it they offered! I blame our government (NDP, Libs, AND CONservatives) who don't give a crap about disabled and seniors in Canada! Or if you paid taxes all of your life , into a system that's supposed to help when you need it! ALL politicians in Canada just whore out their votes! I've volunteered for almost 40 years, also holding down jobs, helping others, I've never seen so may seniors and disabled people forced to access food banks and soup kitchens than the last few years! EVER! Disabled people have to constantly prove they are disabled enough to get kitchen scraps from sociopathic politicians who are over paid and under worked! Fees go up, taxes go up, housing goes up, property taxes go up, bus fairs go up, etc.. Services go WAY down! We can afford trillion$ in corporate welfare, but not help our own? Seniors can't afford to live in their homes anymore! YOU'RE WELCOME for paying for YOUR golden pensions pig politicians, and NOT helping us when we need it! POS!
Identity Attack0.018168874
Insult0.06858205
Profanity0.040158957
Threat0.009463178
Severe Toxicity0.005302429
Low Tox 0.15324512 Constructive 0.763 Personal_Narrative
Sep 3, 2025 1 likes Why Canadians Are Turning Against …
Let me use this opportunity to bring awareness to the oppression of Tibetans. No, I am not talking about the Tibetans in China. I am talking about Tibetans in occupied South Tibet, which was annexed …
Let me use this opportunity to bring awareness to the oppression of Tibetans. No, I am not talking about the Tibetans in China. I am talking about Tibetans in occupied South Tibet, which was annexed by India in 1951 and made a state by India in 1987 to become the so-called Arunachal Pradesh. South Tibet includes Tawang, birthplace of the Sixth Dalai Lama and home to a four-hundred-year-old Tibetan Monastery. The Tibetans in occupied South Tibet are fast becoming strangers in their own native homeland because the Indian government is settling Indians in the region to change the demographic structure of the area and trashing the place just like the Indians did in India or in Canada. The Indians like to mock them, calling them Chinese as a form of insult (sometimes using slurs such as the C* word or the M* word). Rape by Indians in occupied South Tibet is a major source of anger among the locals toward the thuggish Indian occupiers. Another thing is that India doesn't trust the locals and likes to accuse them of being Chinese spies if they don't display enough loyalty to the Indian occupier. This area is tightly controlled by India, with limited access to the outside world. In 2014, a Tibetan Chinese called Nido Tania went to Delhi and was beaten to death because he looked 'Chinese'. His case was hardly an isolated one. Northeasterners in India have for years endured racial hatred by the Indian people. They have held demonstrations in New Delhi, but not much has changed. On December 9, 2025, a Chinese-looking youth from the north-east Indian state was murdered by racist Indian thugs. The thugs mocked him with racist taunts like "CHINKI, MOMO, CHINESE," etc., and then the youth was mercilessly beaten to death. This is not the first nor will it be the last case of racism against the north eastern people living under New Delhi's oppression. No killer or rapist of the northeastern people has ever been brought to justice. The Indian political leadership does nothing more than produce hollow words of sympathy: "I AM VARY VARY SAARY!" There was not even a single word of support or remorse from the high priest of the Bar-Rat hindu empire: Modi. The greatest irony and shameless hypocrisy of India and Indians is that the murdered youth's father is serving in the Indian Border Security Force and deployed along the border with China. He is fighting against China for a country that is ready to kill him and his family for looking Chinese. Some years back, yet another rape case by Indian soldiers occurred in Bomdila, South Tibet. The local police detained the two suspects, and the Indian military, fearing that the two suspects would be lynched, stormed the police station, vandalized it, and rescued the two suspects. This leads to massive protests by the local people. Eventually, the unrest caught the attention of New Delhi, and India flew in the defense minister to Bomdila to make a show of force to suppress the protests. Today, South Tibet is restless, and India knows it. This is the reason a law called the AFSPA (Armed Forces Special Power Act) is imposed on South Tibet. AFSPA gives the state the power to detain or kill anyone with impunity. No due process is needed. AFSPA is imposed on areas India deems restless, such as South Tibet and Kashmir. It is a law meant to suppress dissent and instill fear among the populace. The Tibetans in occupied South Tibet are voiceless people because they are not the right kind of Tibetans, so their plight is ignored by the Western world. I have yet to hear from the Western media any concern for the human rights abuses of the Tibetans in occupied South Tibet by India. P.S. I am using the word Tibetan as an umbrella term to include the various Sino-Tibetan Burmese people (Monpa, Abotani (called Lhotba on the Chinese side),..etc. The Sixth Dalai Lama was a Monpa) in South Tibet. The Sixth Dalai Lama is known for his many love poems and romantic escapades outside the Potola Palace. Sadly, his hometown, Tawang, is now under India's occupation since 1951. The Tawang Monastery is the last major frontier monastery before the area merged into the tribal region. It historically enjoyed a close relation with the Beijing central government. Free South Tibet (so-called Arunachal Pradesh) from India.
Identity Attack0.10221587
Insult0.032028005
Profanity0.024951037
Threat0.015947454
Severe Toxicity0.00415802
Low Tox 0.112643376 Constructive 0.594 Comparative_Framing
Jan 28, 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.