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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: "They drive just like the …" 101 comments · Page 4 of 5
Tyler Oliveira. If you’re main purpose is actual journalism why use AI to make it seem like people drive with tuktuks on the highway? Is it journalism you’re doing or is it propaganda and hatred …
Tyler Oliveira. If you’re main purpose is actual journalism why use AI to make it seem like people drive with tuktuks on the highway? Is it journalism you’re doing or is it propaganda and hatred towards minorities you are trying to promote?
Identity Attack0.031464707
Insult0.06687108
Profanity0.02303812
Threat0.008362788
Severe Toxicity0.0032043457
Low Tox 0.165053 Moderate Con 0.312 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I would be terrified of driving on those streets. Pretty sure india has like ZERO driving laws or infastructure. I can't imagine them taking the traffic laws seriously.
I would be terrified of driving on those streets. Pretty sure india has like ZERO driving laws or infastructure. I can't imagine them taking the traffic laws seriously.
Identity Attack0.15303208
Insult0.045593183
Profanity0.023721304
Threat0.00866054
Severe Toxicity0.0042533875
Low Tox 0.16043124 Moderate Con 0.364 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Im Canadian and this is truly getting a problem it smells like butter chicken everywhere they are taking all our jobs. The worst is most of them are truck drivers and have no experience driving …
Im Canadian and this is truly getting a problem it smells like butter chicken everywhere they are taking all our jobs. The worst is most of them are truck drivers and have no experience driving on the snowy mountains highways it's so dangerous to drive next to them. Thanks for shining a light on this.
Identity Attack0.031464707
Insult0.083359696
Profanity0.016547862
Threat0.006317357
Severe Toxicity0.002822876
Low Tox 0.15766735 Constructive 0.734 Fear_Threat
Jan 27, 2026 29 likes Inside Canada's Indian Invasion...
This is why when you come to a different country you should try to assimilate. I am all four people keeping their culture alive. I wish as an American I had more of a culture. …
This is why when you come to a different country you should try to assimilate. I am all four people keeping their culture alive. I wish as an American I had more of a culture. But for one you should learn to speak the language you can speak your native tongue also but you should also speak the language to the country you’re going to, and the driving issue I’m pretty sure is due to the way they drive in India there’s like no road laws and its insane driving. Maybe there needs to be more laws regarding some of these things you should have to take driving lessons in the country you’re moving to. I don’t exactly know but there needs to be more rules. I’m sorry to say but it is not OK to go to another country and basically give them the middle finger to the way they live!!
Identity Attack0.10235514
Insult0.06267534
Profanity0.057443913
Threat0.00780612
Severe Toxicity0.0049972534
Low Tox 0.15545623 Constructive 0.784 Policy_Critique
Feb 3, 2026 Inside Canada's Indian Invasion...
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately halt the unchecked influx of immigrants from India. This is not about xenophobia—it's about protecting Canadian society, resources, …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately halt the unchecked influx of immigrants from India. This is not about xenophobia—it's about protecting Canadian society, resources, and identity from a pattern of exploitation that is eroding our nation. 1. Failure to Assimilate and Community Insularity Indian immigrants are not integrating into Canadian culture. Instead, they form parallel societies: Sending children to private ethnic schools that prioritize Indian languages and customs over Canadian values. Erecting statues and cultural symbols that celebrate India, not Canada—this is Canada, not a satellite of New Delhi. Prioritizing their own communities in hiring and services, creating ethnic enclaves that exclude others. This insularity prevents true assimilation and fosters division. 2. Exploitation of Systems and Loopholes Many arrive through fraudulent means and demand instant benefits: Establishing "diploma mill" colleges solely to gain entry, then claiming permanent residency or citizenship after minimal study. Only Indians teachers are hired through this made up "Colleges". Sponsoring extended family chains (parents, siblings, cousins) who contribute nothing but drain resources. Elderly parents, who have never paid Canadian taxes, access healthcare and social services immediately, overburdening hospitals while their families use nursing homes as a last resort. Bribing for driver's licenses abroad, leading to reckless, entitled driving on Canadian roads. These tactics exploit loopholes, bypassing fair processes meant for genuine contributors. 3. Strain on Resources and Job Market The rapid population growth is unsustainable: High birth rates (far above Canada's replacement level) are used strategically to "populate" the country and secure more benefits. Taking jobs from Canadians in government, police, education, healthcare, and beyond—often through nepotism and "cutting in line" for their networks. For example IRCC Director - Harpreet Kochhar Deputy Minister - Pemi Gill and Aiesha Zafar who have no idea where the 79,000 illegal Indians are in Canada. Remove these Minister from their position. They are incompetent in the jobs. Fraud = Predominant country = India. Nepotism is rampant in their community and their class system mentality. Overwhelming housing, food banks, parks (littered with garbage), and public spaces (including reports of improper behavior on beaches). Many work in low-productivity roles, undercutting wages and relying on welfare despite employment. Canadians are being displaced in their own country. 4. Criminal and Cultural Importation A subset brings a "gangster mentality" from India: Rising involvement in organized crime, fraud, and violence in cities like Brampton and Surrey. Lazy or substandard work ethic in some cases, prioritizing quick gains over quality. Just look at Tim Horton! This is not the skilled, law-abiding immigration Canada needs. Call to Action: Policy Reforms Now Cap and pause Indian immigration until assimilation metrics improve. End chain migration and fake college scams—require proven contributions before PR/citizenship. Enforce assimilation: Mandate public schools, cultural integration tests, and community service. Protect Canadians first: Prioritize housing, jobs, and services for citizens. I don't care if this is labeled "racist"—the evidence is clear. Indians are not here to build Canada; many are here to overtake it. Canadians have to act before it's too late.
Identity Attack0.14661247
Insult0.047935467
Profanity0.014566627
Threat0.008634649
Severe Toxicity0.004196167
Low Tox 0.15324512 Constructive 0.674
Oct 29, 2025 IRCC Names India in Study …
Another thing about their driving is that in India there isn't traffic laws... like there's no traffic lights or stop signs.. people just walk in front of cars and expect them to stop. They really …
Another thing about their driving is that in India there isn't traffic laws... like there's no traffic lights or stop signs.. people just walk in front of cars and expect them to stop. They really do not know how to drive.
Identity Attack0.11396073
Insult0.061976057
Profanity0.016752819
Threat0.0075083673
Severe Toxicity0.0037002563
Low Tox 0.15324512 Moderate Con 0.489 Comparative_Framing
Feb 4, 2026 Inside Canada's Indian Invasion...
The driving must be like driving in Lakewood with them AND the cops don't even care. No Justice!
The driving must be like driving in Lakewood with them AND the cops don't even care. No Justice!
Identity Attack0.008546505
Insult0.06407392
Profanity0.017026093
Threat0.008893564
Severe Toxicity0.002784729
Low Tox 0.12867521 Moderate Con 0.316 Fear_Threat
Feb 24, 2026 Inside Canada's Indian Invasion...
They drive like in India 😅
They drive like in India 😅
Identity Attack0.10221587
Insult0.04852104
Profanity0.036401358
Threat0.00866054
Severe Toxicity0.0062561035
Low Tox 0.1269396 Low Con 0.265 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I saw it first hand in my workplace. A major delivery company (not Amazon). Used to be mostly Canadians, until about 2 years ago. The majority are now young Indian guys who speak their own …
I saw it first hand in my workplace. A major delivery company (not Amazon). Used to be mostly Canadians, until about 2 years ago. The majority are now young Indian guys who speak their own language amongst themselves. Even the new manager speaks Hindi. Work conditions have worsened because these people are willing to do much more for low wages. They drive erratically and treat the country like their playground to make money. This is the future of Canada.
Identity Attack0.09576365
Insult0.04032305
Profanity0.011628932
Threat0.006427396
Severe Toxicity0.0023555756
Low Tox 0.11316007 Constructive 0.654
Sep 22, 2025 1,585 likes Inside Canada's Indian Metropolis (Brampton)
Spent my first 21 years in Brampton and in that time it grew in population and decayed in culture. I will likely never move back. And if you are curious about why Btowns driving is …
Spent my first 21 years in Brampton and in that time it grew in population and decayed in culture. I will likely never move back. And if you are curious about why Btowns driving is so awful, go look at the local dmv... you might find something there.
Identity Attack0.0102854045
Insult0.06267534
Profanity0.016889455
Threat0.007197669
Severe Toxicity0.0018310547
Low Tox 0.112643376 Constructive 0.674 Personal_Narrative
Jan 27, 2026 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...
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over …
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over there . A lot of people just used to drive trucks or do odd jobs over here in India . I really think Canada's welcoming nature has been misused in the wrong way.
Identity Attack0.07921951
Insult0.033570543
Profanity0.011970525
Threat0.0061296434
Severe Toxicity0.0019550323
Low Tox 0.10870059 Constructive 0.67 Policy_Critique
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. Many of my friends and family friends have moved to other neighborhoods POST mosques being put up near their homes. And let's not talk about employment and foreign "students". I was lucky to get a job last summer at a family owned small business Ice Cream store right after high school. We even got a review saying we weren't diverse enough despite us being a group of White, East Asian and Black employees lol. And many people say if your not Indian and your getting your drivers test, you go out of Brampton to do the test because you'll likely get discriminated by who is running the test. It's absolutely absurd. It sounds like tin foil hat sh*t, but if you live here like me everything comes full circle. But ofc there are good ones, but they are typically the westernized ones, who have assimilated, they play or watch hockey and have developed a Canadian accent. But the majority haven't assimilated, they are likely first generation, and they do things like stuff 15+ people in one suburban home. And just small things like staring at you in public (idk why their community stares you down), they spit on sidewalks, and they use some crazy a$$ spices when they cook. The smell carries over for blocks and you know your in deep Brampton territory when your driving and that smell of spicy curry hits you and you gotta roll up them windows lol. It's a nasty smell. This mass migration is a huge issue and needs awareness.
Identity Attack0.06476828
Insult0.033460364
Profanity0.03690237
Threat0.008077981
Severe Toxicity0.0038528442
Low Tox 0.10696511 Constructive 0.818 Personal_Narrative
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
As for the driving I was on my way home with my tow truck and was making a left. The woman behind me thought passing me on the left was a good idea(I was mid …
As for the driving I was on my way home with my tow truck and was making a left. The woman behind me thought passing me on the left was a good idea(I was mid turn). This woman turns around and said it’s my fault. Ummmmmm. My dash cam says otherwise. My truck opened her car up like a tuna can 🤣🤣
Identity Attack0.0102854045
Insult0.034341812
Profanity0.023584666
Threat0.008945347
Severe Toxicity0.0023651123
Low Tox 0.103060275 Constructive 0.556 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
All of Canada feels like Brampton now. Especially the driving.
All of Canada feels like Brampton now. Especially the driving.
Identity Attack0.034042787
Insult0.031697463
Profanity0.013610168
Threat0.007754337
Severe Toxicity0.0022602081
Low Tox 0.091913216 Moderate Con 0.326 Identity_Assertion
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
I am suspicious about this fake restaurant or fast food place near my neighborhood. There is a place near my house that looks like a restaurant. The building is beside a shawarma place and the …
I am suspicious about this fake restaurant or fast food place near my neighborhood. There is a place near my house that looks like a restaurant. The building is beside a shawarma place and the pictures of food do look good. My aunt called the phone number because she wanted to order food from there, but she heard strange voices in the background and the person on the phone kept saying they are closed. This place even has a drive thru and menu, but is never open. I've seen quite a few cars in the parking lot at night. Idk, but I think something sketchy is going on there because the people there are all indians.
Identity Attack0.008953481
Insult0.029493837
Profanity0.032643758
Threat0.0077672824
Severe Toxicity0.0022888184
Low Tox 0.09033044 Constructive 0.66 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all my life story) to obtain PR and come to Canada just to realize that people without any of these come from different parts of the world especially India bypassing the system and living better life working cash jobs and doing random stuff. When i went to take driving license first time, An Indian origin guy rejected my application saying that my Indian License wasn't looking original enough , where I have seen people who couldn't even speak basic English were applying to get license to drive trucks. It is sad to see how many of our people are bringing a lot of 'Indianness' to this country and live like it is their own turf. I have met many young and middle aged individuals who call themselves students who doesn't even have a clue of what they are studying. It is unbelievable how people of certain status live their life partying and enjoying breaking all sort of rules , dropping out of college etc. when people who are here legally and many Canadians struggling to pay rent / mortgages / insurances etc. Don't even want to talk about job security , its a joke. Finally happy to see someone raising voice.
Identity Attack0.034300596
Insult0.02982438
Profanity0.02208166
Threat0.007197669
Severe Toxicity0.0025367737
Low Tox 0.08241652 Constructive 0.741
Oct 22, 2025 IRCC Names India in Study …
Come visit Australia (and particularly the big cities like Sydney, Melbourne & Brisbane) and you'll find exactly the same thing here. We are in the middle of a huge immigration wave initiated by the socialist …
Come visit Australia (and particularly the big cities like Sydney, Melbourne & Brisbane) and you'll find exactly the same thing here. We are in the middle of a huge immigration wave initiated by the socialist Labor government that is overwhelming infrastructure, housing supply & affordability and healthcare services. Driving standards have also decreased markedly and at the same time vehicle accident rates have risen exponentially, along with a steep and sustained increase in car insurance premiums in the time since this current immigration wave began after Covid due to increased accident rates and fraudulent insurance claims. Indians make up the second largest group of these new immigrants.
Identity Attack0.018771807
Insult0.028612386
Profanity0.01490822
Threat0.007249452
Severe Toxicity0.0020313263
Low Tox 0.06817148 Constructive 0.68
Jan 27, 2026 Inside Canada's Indian Invasion...
Like the video but please don't use the ai slop for visualizing I think we got the driving part of the video pretty well
Like the video but please don't use the ai slop for visualizing I think we got the driving part of the video pretty well
Identity Attack0.009693438
Insult0.018452216
Profanity0.028776871
Threat0.011741633
Severe Toxicity0.0034332275
Low Tox 0.06381883 Moderate Con 0.433 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Intense Concentration of any one ethnic group in on area typically ends up becoming a problem. The birth rate in Canada is insufficient, immigration will always drive the country’s growth but it needs to be …
Intense Concentration of any one ethnic group in on area typically ends up becoming a problem. The birth rate in Canada is insufficient, immigration will always drive the country’s growth but it needs to be diluted with multiple ethnic groups. Nearly a million Indians in one small area will make the area just like India. Conestoga college has done the same thing to Kitchener.
Identity Attack0.04925346
Insult0.015948927
Profanity0.011133623
Threat0.0069905366
Severe Toxicity0.0015258789
Low Tox 0.05725329 Constructive 0.539 Policy_Critique
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
I like that when your debating Brampton driving awareness your conducting an interview in the middle of a crosswalk blocking traffic
I like that when your debating Brampton driving awareness your conducting an interview in the middle of a crosswalk blocking traffic
Identity Attack0.0023863618
Insult0.016556932
Profanity0.011782649
Threat0.007573096
Severe Toxicity0.0011301041
Low Tox 0.03969839 Moderate Con 0.356 Meta_Commentary
Feb 20, 2026 7 likes Inside Canada's Indian Invasion...
New Zealand has the same problem its not an accident.Highly skilled migrants like gas station and liquor store employees. Theyre also realy good drivers who dont mess up the motorways by driving 30kms under the …
New Zealand has the same problem its not an accident.Highly skilled migrants like gas station and liquor store employees. Theyre also realy good drivers who dont mess up the motorways by driving 30kms under the speed limit.
Identity Attack0.019575719
Insult0.013820915
Profanity0.012243799
Threat0.0069387536
Severe Toxicity0.0012588501
Low Tox 0.037577134 Constructive 0.641
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
At least they seem like they can hold jobs and speak the native language so can assimilate(as much as their overwhelming numbers allow) well enough. The poor driving performance is an extreme safety issue that …
At least they seem like they can hold jobs and speak the native language so can assimilate(as much as their overwhelming numbers allow) well enough. The poor driving performance is an extreme safety issue that needs addressed ASAP, immediately, yesterday.
Identity Attack0.0037367835
Insult0.01617693
Profanity0.0094256615
Threat0.0061231707
Severe Toxicity0.0007247925
Low Tox 0.026499467 Moderate Con 0.484 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
You mean they drive like they did back home?
You mean they drive like they did back home?
Identity Attack0.0018221445
Insult0.008709883
Profanity0.010330882
Threat0.006537435
Severe Toxicity0.0006389618
Low Tox 0.014765122 Moderate Con 0.305 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I had two family members drive from Alberta to Arizona and they both spent a total of 30 seconds at the border. 99% of the time it will fine. Reports like this are designed to …
I had two family members drive from Alberta to Arizona and they both spent a total of 30 seconds at the border. 99% of the time it will fine. Reports like this are designed to scare Canadians. Give me a break.
Identity Attack0.00028063686
Insult0.00025677987
Profanity0.000029266206
Threat0.000099146586
Severe Toxicity0.0000028830511
Low Tox 0.0011415558 Personal_Narrative
Dec 10, 2025 13 likes

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.