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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: "You're on your own now …" 1,066 comments · Page 33 of 43
160 years after America fought a war to end it Canada re understands that slavery is bad
160 years after America fought a war to end it Canada re understands that slavery is bad
Identity Attack0.05976611
Insult0.030595649
Profanity0.016957775
Threat0.009722093
Severe Toxicity0.0033950806
Low Tox 0.11305673 Moderate Con 0.315
Dec 24, 2025 1 likes Deportations From Canada at Their …
When government leaders focus on population and economic growth that's usually is a sign that they aren't balancing the budget correctly. They're trying to increase tax revenue without increasing taxes. I'd look closer at government …
When government leaders focus on population and economic growth that's usually is a sign that they aren't balancing the budget correctly. They're trying to increase tax revenue without increasing taxes. I'd look closer at government corruption. Overpopulation destroys the environment. Canada is one of the few places on earth that still has an environment. Russia and Australia are the other ones. Russia's strategy is to look sort of like an ogre and it's too cold. Australia's strategy is to look like they harbor too many dangerous animals and the land is too arid. Canada's strategy is to keep higher taxes than the USA and it's too cold. People tend to gravitate toward lower tax and warmer places. Fewer people is better, it doesn't matter what their race is. I did notice the Indians he talked to were patriotic to their adoptive country, that's a good sign. Host nations like when the new people assimilate.
Identity Attack0.022590388
Insult0.06459839
Profanity0.020783609
Threat0.007819066
Severe Toxicity0.0024032593
Low Tox 0.112953395 Constructive 0.711
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
All about equality and being thoughtful until they turn you're 1st world country into a 3rd world country.
All about equality and being thoughtful until they turn you're 1st world country into a 3rd world country.
Identity Attack0.06431354
Insult0.02657372
Profanity0.016035475
Threat0.009178371
Severe Toxicity0.0032234192
Low Tox 0.112746716 Low Con 0.24
Feb 10, 2026 Inside Canada's Indian Invasion...
Honestly we shouldn't even consider any part of Canada becoming the 51st State... They're all a bunch of specialists
Honestly we shouldn't even consider any part of Canada becoming the 51st State... They're all a bunch of specialists
Identity Attack0.039972372
Insult0.060927123
Profanity0.015830519
Threat0.006848133
Severe Toxicity0.0024032593
Low Tox 0.112746716 Low Con 0.185 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
those illegally crossing to Canada are sponsored by no one, that's why they're not immigrant
those illegally crossing to Canada are sponsored by no one, that's why they're not immigrant
Identity Attack0.099899694
Insult0.027730936
Profanity0.012687869
Threat0.006084333
Severe Toxicity0.0022602081
Low Tox 0.112436704 Low Con 0.275
Jan 1, 2018 2 likes How much do refugees and …
Id rather have punjabis folks; they're so lovely for real
Id rather have punjabis folks; they're so lovely for real
Identity Attack0.10221587
Insult0.026702631
Profanity0.045419596
Threat0.009540852
Severe Toxicity0.005264282
Low Tox 0.112333365 Moderate Con 0.459 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
2:47 Read Scruton. The feeling of home is one of the most important aspects of humanity. The fact that they bring inferior cultures doesn't matter as much. The resulting decrease of social cohesion and the …
2:47 Read Scruton. The feeling of home is one of the most important aspects of humanity. The fact that they bring inferior cultures doesn't matter as much. The resulting decrease of social cohesion and the decreasing sense of belonging is what does it. If we don't change course soon, we're done. Rome is falling.
Identity Attack0.06340405
Insult0.034011267
Profanity0.017231047
Threat0.0077802283
Severe Toxicity0.0028800964
Low Tox 0.112333365 Constructive 0.628 Moral_Argument
Feb 10, 2026 Inside Canada's Indian Invasion...
The massive majority of Indians I've met in Canada have been absolutely kind. I have no ill will for the people. I do have ill will for our liberal government though. There's just too many …
The massive majority of Indians I've met in Canada have been absolutely kind. I have no ill will for the people. I do have ill will for our liberal government though. There's just too many people coming in at once. In 2025 we had 415,000 new permanent residences. 2024 it was 425,000. The liberal government said they were going to lower immigration and they didn't. They gutted the international student program but they kept the influx of permanent residences coming in because they're not done buying votes.
Identity Attack0.07508347
Insult0.03885912
Profanity0.020510335
Threat0.007598988
Severe Toxicity0.0028038025
Low Tox 0.11202335 Constructive 0.75 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
There's nothing wrong about going abroad in search of greener pastures (most do that, no?) but I don't get the idea of bringing the culture that screws up the home country to the new place …
There's nothing wrong about going abroad in search of greener pastures (most do that, no?) but I don't get the idea of bringing the culture that screws up the home country to the new place --> and turn it into the place they're escaping from. Let's face it: politics is one of the problems, but you can't blame that fully for lack of civic sense?
Identity Attack0.015757138
Insult0.04969218
Profanity0.03615085
Threat0.007081157
Severe Toxicity0.0023651123
Low Tox 0.11202335 Constructive 0.657 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Not trying to adapt to a foreign culture just because you’re the foreigner doesn’t sit right with me
Not trying to adapt to a foreign culture just because you’re the foreigner doesn’t sit right with me
Identity Attack0.07921951
Insult0.026831545
Profanity0.023652986
Threat0.00675104
Severe Toxicity0.002374649
Low Tox 0.11192002 Moderate Con 0.389 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
2:00 that's exactly it. Move wherever you want, look for better opportunities, but please try to align yourself with the natural ideals of wherever you're off too. If Logan Paul moved to Japan, and acted …
2:00 that's exactly it. Move wherever you want, look for better opportunities, but please try to align yourself with the natural ideals of wherever you're off too. If Logan Paul moved to Japan, and acted how he acted in that infamous unnamed video, you think they would let him stay? No, and that's not racist, that's protecting your heritage, your culture, your values. Peace to all.
Identity Attack0.042292643
Insult0.027218282
Profanity0.025360947
Threat0.008246276
Severe Toxicity0.0031852722
Low Tox 0.11181668 Constructive 0.745 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
You’re being very selective with information. It feels like you’re asking leading questions just to get the answers you already want. That’s not good journalism. Journalism should aim for objectivity, not push a specific ideology. …
You’re being very selective with information. It feels like you’re asking leading questions just to get the answers you already want. That’s not good journalism. Journalism should aim for objectivity, not push a specific ideology. And calling this an “INVASION”? That’s simply wrong. I lived in Montréal in an area with many Indian residents. They’re respectful, hard-working, have families, jobs, and contribute to society like anyone else. They don’t interfere with religion or ideology. Just tonight, during a snowstorm, an Indian neighbor came out of his home to help me clear snow off my car — purely out of kindness. That’s reality on the ground, and it deserves to be reported honestly.
Identity Attack0.0543092
Insult0.04090862
Profanity0.017094411
Threat0.006977591
Severe Toxicity0.0022029877
Low Tox 0.11181668 Constructive 0.812 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the …
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the queen’s english. To work, the expectation is you’re able to communicate effectively with whoever you’re interfacing. These folks come here, make zero attempt to improve or learn English or French - the national languages. They go home after the day is done, revert to their native tongue. How would you ever perfect something like a language without some degree practice and immersion? And they do this with their generations. The 1st and sometimes 2nd generation kids will speak their native tongue first, before learning English or French. It’s like the language they should speak to effectively work and live in Canada is an accessory. The govt at all levels encourage this by having driving tests and forms in other languages. And don’t get me started on the pockets - Brampton for example. The politicians kowtow to the voters and give in to them having huge temples, and nonstandard shopping complexes. It’s a running joke how many Indians will be living in the same house, renting from other Indians collecting money under the table in completely unsanctioned and illegal rental scenarios. Companies set up by Indians, to service Indians. So they don’t even care to present as Canadian business with English / French. I’m in the midst of charting my family’s exit from Canada. It’s become something entirely unrecognizable. Where those who know how to game the system get ahead, those of us who play the rules - stay behind. I’ve worked my way up to being upper middle class. I’m about done paying for Indian “students” who later claim to be refugees. Who are now claiming to be in gay relationships, to support their refugee cases. It’s all a joke.
Identity Attack0.06431354
Insult0.035443626
Profanity0.026317406
Threat0.0073789097
Severe Toxicity0.0031089783
Low Tox 0.11161 Constructive 0.681 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
So you're stooping us to colonise canada??? Why ? Don't you believe GREAT REPLACEMENT PROJECT?
So you're stooping us to colonise canada??? Why ? Don't you believe GREAT REPLACEMENT PROJECT?
Identity Attack0.019475231
Insult0.036435258
Profanity0.017504321
Threat0.008764107
Severe Toxicity0.0029945374
Low Tox 0.11161 Low Con 0.222 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
We're not turning on immigrants. We're turning on our government. We pay 45% of our wages for services not rendered. I'm over it
We're not turning on immigrants. We're turning on our government. We pay 45% of our wages for services not rendered. I'm over it
Identity Attack0.08831879
Insult0.023995465
Profanity0.014225035
Threat0.007417747
Severe Toxicity0.0026893616
Low Tox 0.11150667 Moderate Con 0.462
Aug 26, 2025 286 likes Why Canadians Are Turning Against …
Why is this a human tragedy? What's so extraordinary about living in Quebec or Canada for that matter? The exorbitant cost of living and accommodation? 6 months of winter and loneliness? A very competitive job …
Why is this a human tragedy? What's so extraordinary about living in Quebec or Canada for that matter? The exorbitant cost of living and accommodation? 6 months of winter and loneliness? A very competitive job market which is extremely demanding regarding ones qualifications and work experience? I can't understand why they're breaking their heads to stay here other than to collect welfare money!!
Identity Attack0.020781586
Insult0.03827355
Profanity0.014361672
Threat0.010783645
Severe Toxicity0.0029754639
Low Tox 0.11129999 Constructive 0.551
Nov 21, 2025 2 likes Quebec Ends Economic Immigration Program …
Decades ago I remember the argument "you're not allowing the parents of immigrants to come to Canada" and the response of "that will destroy the CPP"' being discussed in the news and Parliament for quite …
Decades ago I remember the argument "you're not allowing the parents of immigrants to come to Canada" and the response of "that will destroy the CPP"' being discussed in the news and Parliament for quite some time. Seems we've gone from one small ditch on one side straight over the cliff's edge on the other now.
Identity Attack0.0775651
Insult0.027605021
Profanity0.012687869
Threat0.013372798
Severe Toxicity0.0029563904
Low Tox 0.11129999 Constructive 0.685 Policy_Critique
Feb 17, 2026 13 likes LILLEY UNLEASHED: The fall of …
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live …
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live a better lives. They didn't know after they came here for work and or college/university they become in major debt. They said that they're in a luxury debt and never getting out of debt knowing that they're stuck in Canada and can't be allowed to leave unless they pay off the debts. That's 100 % wrong to do that to people when they know they don't feel welcomed and want to go home. I'm a metis Canadian and I had to leave Ontario to find affordability and miss my home. GOVERNMENT THIS IS YOUR FAULT AND YOU KNOW IT! Let them go home in debt. You made this mess. FIX IT! Including the baby boomers that made the problem started 8 % rate interests to buy houses. That was a mistake that should be bought 1 house and nothing else. I forgot to add something. The uber driver told me that india doesn't know that it's a debt luxury trap that you can't leave unless you pay your debt. He felt alone and found some people and the internet to make himself feel better temporary. TEMPORARY! He hates it here, but he respects Canadians. He feels sorry for the new ones that are coming to become debt trap. It's the same for the pharmacy. She got into college to be a pharmacy and bought the store. She is on low income but doesn't qualify for any supports like benefits to pay off her medical things. The reason she can't because they'll see the pharmacy store is income. Wait what? So she doesn't quilify for benefits because she's making income to pay off her massive loan to do her job. It's not enough to live by as what she told me. She also does misses home, but also traped in luxury debt. This is what I have learned so far. I went through a car accident and coudln't get out of the car. I thought in Brampton, Ontario was the rudest people on the planet, but was saved by the angels of indian people saved me out of the vehicle from the smoke. I still thank you! There is still good people out there and some are stupid people out there. Keep it up because being kind gets you to be positive to others and make things better when the world is fcked right now.
Identity Attack0.060675595
Insult0.03566399
Profanity0.019348921
Threat0.0074824756
Severe Toxicity0.002822876
Low Tox 0.11129999 Constructive 0.816
Sep 10, 2025 2 likes Why Canadians Are Turning Against …
When I moved here 7 years ago, Canada felt like heaven. People were respectful, culture was strong, even Tims had great customer service. I was eager to adapt, made Canadian friends, worked in a church …
When I moved here 7 years ago, Canada felt like heaven. People were respectful, culture was strong, even Tims had great customer service. I was eager to adapt, made Canadian friends, worked in a church Downtown, Barrie to assimilate. Now it feels totally different, more chaotic almost third world in parts. Honestly, I don’t blame immigrants, I blame the laws. They’re too soft, and people take advantage. Refugee protection, settlement aid, multiculturalism sounds welcoming on paper, but in practice, they’re dragging the country down.
Identity Attack0.06476828
Insult0.04207976
Profanity0.019212283
Threat0.006699257
Severe Toxicity0.002937317
Low Tox 0.11098998 Constructive 0.78
Aug 25, 2025 65 likes Why Canadians Are Turning Against …
Middle class 56k? Tell me your gaslighting the public they’re not poor to avoid a total government collapse without telling me
Middle class 56k? Tell me your gaslighting the public they’re not poor to avoid a total government collapse without telling me
Identity Attack0.00932346
Insult0.033239998
Profanity0.015386449
Threat0.014566151
Severe Toxicity0.0028038025
Low Tox 0.11098998 Low Con 0.21
Jan 3, 2026 128 likes New rules, regulations take effect …
Keep the Sikhs, they're actually good people
Keep the Sikhs, they're actually good people
Identity Attack0.09328204
Insult0.024124376
Profanity0.031140719
Threat0.011974656
Severe Toxicity0.00579834
Low Tox 0.11078331 Moderate Con 0.386
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I'm sure there are problems there but if a question is asked, then listen to the answer. Just cutting them off means you really have made up your mind before the meeting. You're now just …
I'm sure there are problems there but if a question is asked, then listen to the answer. Just cutting them off means you really have made up your mind before the meeting. You're now just wasting people's time to push thru your agenda. Conservative playbook.
Identity Attack0.005919657
Insult0.0573046
Profanity0.013063621
Threat0.008582866
Severe Toxicity0.0015163422
Low Tox 0.11078331 Constructive 0.544
Sep 29, 2025 IRCC Names India in Study …
We love people immigrated to our country and learning our culture. In our way of life. They’re coming here because we live a better life. You can’t live this life. If you destroy it you’re …
We love people immigrated to our country and learning our culture. In our way of life. They’re coming here because we live a better life. You can’t live this life. If you destroy it you’re just gonna make it back into the country. You just left and there’s no place to go from here.
Identity Attack0.058401883
Insult0.022448512
Profanity0.017299367
Threat0.010550622
Severe Toxicity0.0029754639
Low Tox 0.11057663 Constructive 0.517
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Welcome to the Liberal's Canada. We're cooked!
Welcome to the Liberal's Canada. We're cooked!
Identity Attack0.036105253
Insult0.034341812
Profanity0.0166845
Threat0.008039144
Severe Toxicity0.0032043457
Low Tox 0.11057663 Low Con 0.241 Policy_Critique
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …

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.