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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: "I’m in Vancouver it’s not …" 14 comments
It’s not just Brampton, our whole fuckin country is like this now. I used to live in BC for the majority of my life, all over Vancouver to Vancouver island, even the smaller communities are …
It’s not just Brampton, our whole fuckin country is like this now. I used to live in BC for the majority of my life, all over Vancouver to Vancouver island, even the smaller communities are completely being invaded. I just moved to Alberta 4 years ago and holy fuck was I in for a surprise. I’m in the greater Edmonton area in a city in the surrounding area and doesn’t matter where you go, they over populate everyone for miles. The numbers the government tell you is a fuckin lie. Those numbers are grossly under exaggerated, it’s a full on invasion. I’ve never seen anything like this in my whole life. For all you fuckin idiots who voted liberal I don’t wanna hear you bitch cause you fuckin caused this.
Identity Attack0.32476485
Insult0.47630358
Profanity0.7654259
Threat0.020264024
Severe Toxicity0.35220072
Toxic 0.72028047 Constructive 0.61 Fear_Threat
Jan 29, 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 …
Born here too and yes Canada has changed for the worst I'm not racist either but I do notice there is less jobs and less homes and dirt messy places too! Like Vancouver not the …
Born here too and yes Canada has changed for the worst I'm not racist either but I do notice there is less jobs and less homes and dirt messy places too! Like Vancouver not the island even Burnaby has changed it uses to be peaceful and now it's full of crime and I was born there! I no longer live there and everything has changed my old home gone😢 the beautiful trees gone😢 and like you said the issue with the price hike freaking killing us on disability, my family all adults have to buy noodles which if you have heartburn issues is a no no but it's cheap and the 1 thing we can afford but iits cause us to need the doctor to give us medication for heartburn. The good food like rice is almost 3 dollars a bag in knorrs that gives you 1 meal.. we can't afford that, hence why we go to snack isle because you could get a 3 dollar snack that will last you way longer than the other.. I'm always worrying.
Identity Attack0.21470967
Insult0.344702
Profanity0.21673056
Threat0.038911607
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.876 Personal_Narrative
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated …
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated here. Unfortunately, they have no desire to assimilate, they bring their own culture and they stay in their own communities. The government offers tax breaks for businesses, hiring foreign workers over people born in Canada, leaving the youth without any part-time work. On top of that some of my favourite restaurants growing up, I haven’t eaten at in years because it’s been taken over by Indians, the quality of food goes down, you end up getting food poisoning and if you aren’t in their community, you get worse service and get charged more than what an Indian would pay at the same restaurant. They don’t understand cleanliness or sanitation, they leave their garbage and waste on the street and dump it in random locations, and quite frankly have no respect for anyone who lives here or the country that has taken them in. I feel like a minority of my own country and I truly don’t understand what being Canadian means anymore because I’m pretty sure being Canadian is a thing of the past. Most of my friends have moved further north, to Vancouver island or moved out to the prairies to get away from them and higher prices as everything gets more expensive, thanks to our government, caring more about immigrants than citizens. When a family gets accepted to come here they bring their parents their aunts and uncles their brothers and sisters on temporary visas, they also collect social assistance as soon as they arrive and when their visas expire, they have no desire to go back, which has resulted in thousands of illegals remaining here. I mean I get it. Why would you go back when you’re getting treated better here and are given food, housing and an allowance every month but it’s gotten to a point where India outnumbers Canadians. I want them all sent back.
Identity Attack0.36702603
Insult0.16839184
Profanity0.041912504
Threat0.0084793
Severe Toxicity0.012359619
Moderate 0.30319387 Constructive 0.737 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m a Canadian that lives in Vancouver and I’m not racist, but there are 10x as many Asian/Indian as there is Canadians the migration problem is outa hand
I’m a Canadian that lives in Vancouver and I’m not racist, but there are 10x as many Asian/Indian as there is Canadians the migration problem is outa hand
Identity Attack0.37361985
Insult0.10587067
Profanity0.031641733
Threat0.007832011
Severe Toxicity0.010528564
Low Tox 0.28857216 Constructive 0.548 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I just arrived in Vancouver airport and this pops up and I’m like yeah where are all the white people😭 (It’s barely any btw)
I just arrived in Vancouver airport and this pops up and I’m like yeah where are all the white people😭 (It’s barely any btw)
Identity Attack0.36702603
Insult0.071750276
Profanity0.089370176
Threat0.015429466
Severe Toxicity0.012435913
Low Tox 0.28674445 Moderate Con 0.374
Jan 27, 2026 Inside Canada's Indian Invasion...
I moved here from South America almost 30 years ago and worked to learn the culture and values. When in arrived in Vancouver I was shocked to see so many Chinese people.. it was not …
I moved here from South America almost 30 years ago and worked to learn the culture and values. When in arrived in Vancouver I was shocked to see so many Chinese people.. it was not my idea of Canada. Then I moved to Toronto and was shocked to see so many Indians. As an immigrant myself I'm against these immigrants that come here and don't learn the culture and have no appreciation for the Canadian way of life. This is 100% a failure of government policy . Trudeau made the situation so much worse.
Identity Attack0.34324843
Insult0.15982662
Profanity0.025497584
Threat0.009722093
Severe Toxicity0.009841919
Low Tox 0.2854699 Constructive 0.728
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Punjab is India! Why are the lying. Punjab,for those that don't know is a province in India. By the way Canada is a province of India located in North America. Believe me I live in …
Punjab is India! Why are the lying. Punjab,for those that don't know is a province in India. By the way Canada is a province of India located in North America. Believe me I live in Vancouver and for the past ten years and I feel like I've been teleported to India or Pakistan. It's scary bc I've never planned to live in India, but here I'm. Durka durka ! 😅
Identity Attack0.26833034
Insult0.16817254
Profanity0.07870171
Threat0.008582866
Severe Toxicity0.008506775
Low Tox 0.27525392 Constructive 0.655 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
I’m South African Indian from Durban, and I spent three months in Vancouver for work. Honestly, I wouldn’t visit Canada again. The cold was unbearable for me, and I found the country dull and boring. …
I’m South African Indian from Durban, and I spent three months in Vancouver for work. Honestly, I wouldn’t visit Canada again. The cold was unbearable for me, and I found the country dull and boring. Coming from Durban, where there’s warmth, energy, culture, and life everywhere, Canada just didn’t feel like my kind of place. Some people may enjoy the quiet and structure, but it’s not for everyone—and it definitely wasn’t for me. Three months was more than enough to know it’s not my vibe.
Identity Attack0.116281845
Insult0.089778624
Profanity0.049678206
Threat0.008272167
Severe Toxicity0.0059509277
Low Tox 0.19893374 Constructive 0.707 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Our bloody roads on Vancouver Island are now clogged with all the imports. Not only are they clogged the accident rate has gone up a lot. I'm hitting traffic blockage because of the auto accidents …
Our bloody roads on Vancouver Island are now clogged with all the imports. Not only are they clogged the accident rate has gone up a lot. I'm hitting traffic blockage because of the auto accidents way too often. Never mind the mindset of these people. Now the locals are driving dangerously because it is common for you to get stuck behind these people. People clogging the passing lane, driving under the speed limit or better yet, they randomly hit the brakes on the hyway. which cause things to be dangerous. We are soooo made at what's going on. Everyone seems to not like when these arrivals get jobs in our local town and are ignorant by talking in their language. We have NO doctors anymore and all medical issues have to wait 6 months to get treatment now. 5 times I tried to get bloodwork in our small town. I ended up having to drive to the city to get this done. Twice I've had to do this now.
Identity Attack0.010803374
Insult0.09563028
Profanity0.046171114
Threat0.013217449
Severe Toxicity0.0051116943
Low Tox 0.18269104 Constructive 0.743 Fear_Threat
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if …
I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if something breaks or needs replacing, etc. Can't even save and put money away. I sat down and balanced my budget, looking at what I could keep or toss. Figured out what to do for cheapening food costs as much as I could (without doing food bank), and the most I can afford for rent is $700 a month. That's basically a room in someone's house. That's it. As an Adult, I'm disgusted it's come to this. But what angers me MOST of all, is the Landlord's I gotta argue with. Surrey, BC used to be the cheap end of Vancouver. The welfare type housing, and low-income area. Then we had this huge book of Middle Eastern people come flying in at top speed, steam roll the community and make it theirs. They bought up all the cheap housing, ripped it down even though it was not that bad of a house, then built these custom 5-6 room mini mansions. The standards for the area skyrocketed, and the cost of their mortgage is likely also sky high because of what they built... So what do they do? Rent the rooms, force people 2 to a room with no privacy, and if you WANT a private room? Nearly $1000. Oh... And let's not forget the discrimination issues. If you're not going to temple or Gudwara, forget it. If you aren't pure vegetarian, forget it. And because all the other renters are "brown" and under 30yrs old, Adults are considered unwelcome. If you have a disability and don't work, you're automatically labelled a drug user (which isn't always truth). Even if you offer proof of income, and resources or phone numbers to call, they won't bother. Too much work. This sh*t needs to stop. I look in other cities near by, and it's happening in ALL OF THEM. I cant even relocate to get away from this crap. I'm done. I have no car to live out of, so that's not an option. I'm not a drug user, never will be but and all the shelters are now "low barrier". Screw that. So now what? Go back to work with a broken lower back?? Desk job search when I should be recovering and resting? Like, the suggestions are welcome, but be realistic. I'm in constant pain on heavy duty drugs to get by right now. No spouce. No parents or friends to leech off of. I feel utterly abandoned by our government.
Identity Attack0.004180758
Insult0.029714199
Profanity0.024951037
Threat0.006763986
Severe Toxicity0.0019836426
Low Tox 0.06579731 Constructive 0.775 Personal_Narrative
Aug 25, 2025 10 likes Why Canadians Are Turning Against …
I'm working full-time single women living pay cheque to pay cheque. I live in Vancouver and I can barely afford my basic living. My whole cheque goes into rent and rest in groceries. No saving, …
I'm working full-time single women living pay cheque to pay cheque. I live in Vancouver and I can barely afford my basic living. My whole cheque goes into rent and rest in groceries. No saving, no fun activities. I can’t go out, eat out, if you really think about it, it's really depressing that you're working full-time still you're not able to live your life. Canada is going down and will lose good people because of affordability issues.
Identity Attack0.010803374
Insult0.015188923
Profanity0.010945748
Threat0.0064015044
Severe Toxicity0.0010442734
Low Tox 0.035220183 Constructive 0.633
Aug 29, 2025 6 likes Why Canadians Are Turning Against …
I’m in Vancouver it’s not inherently bad but it’s to much they are bringing everything I love everyone tho
I’m in Vancouver it’s not inherently bad but it’s to much they are bringing everything I love everyone tho
Identity Attack0.009693438
Insult0.013554913
Profanity0.019280603
Threat0.0073789097
Severe Toxicity0.0015258789
Low Tox 0.030506283 Moderate Con 0.446 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Whenever I go to Vancouver, I think I'm in New Delhi 😅
Whenever I go to Vancouver, I think I'm in New Delhi 😅
Identity Attack0.01274247
Insult0.012642908
Profanity0.017231047
Threat0.007819066
Severe Toxicity0.0015544891
Low Tox 0.030034892 Moderate Con 0.449 Identity_Assertion
Jan 22, 2026 6 likes Why Canada’s immigration system has …

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.