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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 live in the UK …" 26 comments · Page 1 of 2
Hi, Canadian here... Fucking hate that they are taking over. As a Canadian living abroad in the UK, I've seen the results of a take over, and it is very bad. Edit: 4:54 This is …
Hi, Canadian here... Fucking hate that they are taking over. As a Canadian living abroad in the UK, I've seen the results of a take over, and it is very bad. Edit: 4:54 This is what I mean!
Identity Attack0.39966375
Insult0.36798462
Profanity0.64080805
Threat0.018019408
Severe Toxicity0.17926651
Moderate 0.6426206 Constructive 0.685 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s so upsetting they have destroyed Canada in uk you can’t move to house where the Indians lived the properties smell of strong herbs cooking oil and some strong shit that they burn
It’s so upsetting they have destroyed Canada in uk you can’t move to house where the Indians lived the properties smell of strong herbs cooking oil and some strong shit that they burn
Identity Attack0.46028158
Insult0.48228607
Profanity0.54024357
Threat0.094697006
Severe Toxicity0.16960317
Moderate 0.6407703 Moderate Con 0.471 Fear_Threat
Feb 11, 2026 1 likes Inside Canada's Indian Invasion...
They are terrorist, gangsters, they spread violence, they addicted & supply drugs, intoxicants... They are funded by Pakistan and supported by canada, USA, Pakistan, UK for their nerrative and agenda....they will spread violence where they …
They are terrorist, gangsters, they spread violence, they addicted & supply drugs, intoxicants... They are funded by Pakistan and supported by canada, USA, Pakistan, UK for their nerrative and agenda....they will spread violence where they will live and canada will be next khalistan in future, so stay safe... They are backed by a country that is full of terrorist and terrorist organizations...Punjab is in full of violence, drugs, intoxication due to these khalistani people they got fund, weapons, drugs, traning, by Pakistan.... So save your country before becoming next Punjab or khalistan
Identity Attack0.55044734
Insult0.54525656
Profanity0.15283443
Threat0.22908778
Severe Toxicity0.19761463
Moderate 0.57271194 Moderate Con 0.313 Identity Attack Insult Fear_Threat
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
It's not the first time Canada has changed. The first was when the Whites from Europe and UK colonized it and killed the first nations, enslaved and indoctrinated their kids into Christianity wiping out their …
It's not the first time Canada has changed. The first was when the Whites from Europe and UK colonized it and killed the first nations, enslaved and indoctrinated their kids into Christianity wiping out their own culture, religion & language. History is repeating itself....this time for good. @ 2:11 "the country which they (immigrants) comes from is a shit hole", yes the same way EU & UK were a shit hole for when the colonizers from EU & UK arrived in Canada, US, Latin America they bought with them lots of viral diseases and infections. Whole of pre industrial EU & UK was very much a shit hole. @ 8:55 "they live naked", well I guess this Polish man is trying to be like them. Anybody not paying taxes, creating ruckus of any kind, stealing form anywhere, not following the rules of the state should be prosecuted irrespective of their nationality, religion, race, gender, color, ethnicity, etc.
Identity Attack0.5135796
Insult0.5130944
Profanity0.44613865
Threat0.12536226
Severe Toxicity0.16960317
Moderate 0.53579444 Moderate Con 0.49 Identity Attack Insult Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I don't mind Indians, I live in the UK and it's not them that r**e anything with a hole, including men, if you look up the UK you can see for yourselves who the problems …
I don't mind Indians, I live in the UK and it's not them that r**e anything with a hole, including men, if you look up the UK you can see for yourselves who the problems are, I can't post it because they will delete my comment because they are a protected class.
Identity Attack0.46028158
Insult0.37846634
Profanity0.44431314
Threat0.014911477
Severe Toxicity0.051147457
Moderate 0.47173777 Constructive 0.632 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I love the Hindus and Sikhs, they both have very caring communities also caring people,I've lived next to hindus and they would offer us food and the shop on the corner of my street is …
I love the Hindus and Sikhs, they both have very caring communities also caring people,I've lived next to hindus and they would offer us food and the shop on the corner of my street is run by Sikhs and if you're skint they will let me grab the basics and tobacco if needed and will pay them off when i get paid 5:10 he's right about African people, they arent good people they are really like that here in the UK
Identity Attack0.5135796
Insult0.2817503
Profanity0.1811049
Threat0.055270568
Severe Toxicity0.049354076
Moderate 0.43230394 Constructive 0.859 Identity Attack Personal_Narrative
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
im in the UK and agree with you guys - Canada is unrecognizable within the last 5 years; mass immigration of low class immigrants, selfish and greedy people - they could live in their own …
im in the UK and agree with you guys - Canada is unrecognizable within the last 5 years; mass immigration of low class immigrants, selfish and greedy people - they could live in their own country - if not then integrate into Canada properly like with the UK and New Zealand and Australia and others and contribute better - Am I asking for too much??
Identity Attack0.36702603
Insult0.40243408
Profanity0.025087673
Threat0.007301235
Severe Toxicity0.01302678
Moderate 0.39644176 Constructive 0.695 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
they are fraudulant people even between them, they uses they're own people,enslaving them in there country as well abroad,theyv done same thing in the uk and australia as well germany,,middle east as such dubai and …
they are fraudulant people even between them, they uses they're own people,enslaving them in there country as well abroad,theyv done same thing in the uk and australia as well germany,,middle east as such dubai and others.. the world needs to create a global coalition in order to stop this drama and open an serious investigation of what's going on in there country if it is the 5th largest economy in the world then why they're citizens are fleeing everyday and millions living below the line of poverty!
Identity Attack0.27682206
Insult0.34782293
Profanity0.12727508
Threat0.022853967
Severe Toxicity0.018578632
Moderate 0.37694603 Constructive 0.534
Sep 28, 2025 IRCC Names India in Study …
I grew up in Edmonton in a very Indian part of town. It's not "Indian people " not at All!! Maybe mass migration is an issue, but it's not Indians. Maybe immigration scams but trust …
I grew up in Edmonton in a very Indian part of town. It's not "Indian people " not at All!! Maybe mass migration is an issue, but it's not Indians. Maybe immigration scams but trust me, every Indian I lived with was civically minded. Blame the scams ...not the people! That's the federal governments fault!! Indian people have lived here for decades and in the UK. Unfortunately the scams have hurt the community!! (Even listen to the people in the interviews. Some of the best people I've met, and they ARE part of my community. I do worry about the scams but that's it)
Identity Attack0.37361985
Insult0.24928534
Profanity0.08193458
Threat0.010809537
Severe Toxicity0.013866014
Moderate 0.3317266 Constructive 0.887 Solidarity
Jan 19, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
60% india. As for the government data, still even today doesn't make hundreds ruppe a day 60% of India that roughly work about 70cr indians people's you don't make even hundreds rupees per day India …
60% india. As for the government data, still even today doesn't make hundreds ruppe a day 60% of India that roughly work about 70cr indians people's you don't make even hundreds rupees per day India is a poor country In india where 90cr indians can't afford 2 time food 50lakh childrens die every year due to the hunger 30cr indians are homeless 40cr Indians living in deadly slums 800 million Indian waiting everymonth for 5kg atta (source indian gourmet data 2024) So Indians love india so much they are immigrated to Canada, UK, Europe and the USA to talk about how great India is 😂😂😂
Identity Attack0.3758158
Insult0.26957804
Profanity0.16403814
Threat0.13346854
Severe Toxicity0.024725812
Moderate 0.32182294 Constructive 0.543 Humor_Satire
Feb 24, 2026 Inside Canada's Indian Invasion...
So white people there are basically saying we came here first so it should be a white country and not an Indian country, I'd say this looks much better than some cities in the UK …
So white people there are basically saying we came here first so it should be a white country and not an Indian country, I'd say this looks much better than some cities in the UK going bankrupt because of a certain group of people that doesn't contribute and live off of government freebies only
Identity Attack0.3758158
Insult0.10440776
Profanity0.09292633
Threat0.009799767
Severe Toxicity0.012359619
Moderate 0.31547862 Constructive 0.611
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
8:52 irony is that he is walking naked on the street and calling out on people walking naked at home. :). On a serious note, this is the same concern in UK. I was in …
8:52 irony is that he is walking naked on the street and calling out on people walking naked at home. :). On a serious note, this is the same concern in UK. I was in UK for 4 years and the reason I came back to India is there are just so many immigrants that locals their have developed an anti immigrants sentiment . You don't want to live in a place just for a bit more money where you don't feel you belong. I believe people should be free to go and work in any country but through legal channels and respect that country's culture and try to integrate
Identity Attack0.23998553
Insult0.123407245
Profanity0.1612468
Threat0.021472665
Severe Toxicity0.015673593
Moderate 0.30319387 Constructive 0.842 Personal_Narrative
Oct 15, 2025 Inside Canada's Indian Metropolis (Brampton)
Good to see you calling it out; we live in a far left totalitarian society in Canada so they'll do nothing but ignore the problem and label everyone who reacts to the excessive immigration a …
Good to see you calling it out; we live in a far left totalitarian society in Canada so they'll do nothing but ignore the problem and label everyone who reacts to the excessive immigration a 'racist.' The UK has the same problem, anywhere under left wing leadership is funneling in Islam while scapegoating their own citizens for being angry about the lack of assimilation. If we went to India and tried to import our own culture, we'd be called racist and yet when they come here and do it, we're still called racist because we're expected to be subservient and accommodating.
Identity Attack0.2964622
Insult0.19734058
Profanity0.027000591
Threat0.01052473
Severe Toxicity0.008773804
Moderate 0.30136615 Constructive 0.67 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in the UK and there’s a lot of Indians over here. I genuinely don’t mind them, a lot of them work, contribute to society, don’t take the piss of our welfare state and …
I live in the UK and there’s a lot of Indians over here. I genuinely don’t mind them, a lot of them work, contribute to society, don’t take the piss of our welfare state and generally their religious ideology is not one to take over with v10l3nce. Plus their national food is so good! No issue with Indians
Identity Attack0.28034934
Insult0.1662211
Profanity0.28593817
Threat0.009799767
Severe Toxicity0.016706496
Low Tox 0.29405528 Constructive 0.663 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
i am from punjab living in uk but khalistan is home for punjabis ❤
i am from punjab living in uk but khalistan is home for punjabis ❤
Identity Attack0.33352965
Insult0.19967617
Profanity0.110447146
Threat0.06432246
Severe Toxicity0.023974609
Low Tox 0.28548008 Moderate Con 0.476 Identity_Assertion
Feb 11, 2026 1 likes Inside Canada's Indian Invasion...
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served them. So it was easy for them to immigrate and assimilate into your culture. Now you see many poor people also immigrating because immigration became more accessible, its just like the touchscreen phones, before only rich people had them, but later and now everyone has it. Plus your overly liberal and the stupid point system lets anyone enter the country if they meet a specific criteria, they barely check their english, background, crime record, etc. Also, living in India is a survival, or a nightmare for short. Especially for the poor people in the up north, and so they go to these shady agents who claim that they can send him or her to Canada, UK, Australia where ever they want in exchange for some money. Sometimes these agents turnout to be scams and sometimes not, then these students apply to some fake university that has no campus in Canada and select a course thats easy. Then once approved they come to canada, don’t go to university and make some other indian friends who say they have contacts with some job providers and through that the students get their jobs at the fast food joints and shopping malls. The mindset with which these students come to Canada is that I want to get a simple job as soon as I land in Canada and through that job I can get a PR. They never go to assimilate or discover the culture, they come because the country looks nice, has resources, and will provide them with a good salary so that they send some money back home to their parents as compared to low paying jobs in India, which too are super competitive. They still like the indian way of life, the culture, the food, the attire, just not in India. Thats why you’ll never see these students eating at anything other than a Indian Punjabi Restaurant or a fast food joint, they will never make white friends, they will never try to change the way they speak and look at Canadians, they will never try to change their driving habits. In conclusion, more poor people and students migrating, paired with their mindset of “I want everything to be Indian just not in India but in a place that looks better” paired with their low interest in actually learning and working better jobs is what makes them a bad immigrant group. But thats not to say that all are like that its only some and mostly Punjabis/ other North Indians that have this mindset. The reason why the Indian group in USA is much better and successful is because they are mostly of south indian descent. Those people are far more educated, actually respect the law of the land. And fun fact: The stereotypical Indian Accent originated from USA mainly and reason why many indians say that they don’t speak in that accent is because that particular stereotypical accent is present in Indian people who come from the states of Andra Pradesh and Telegana, which is is where most of the Indians in USA are actually from. Sorry for the long ass comment and some writing mishaps, I really lose my writing quality when I’m writing long comments.
Identity Attack0.14875233
Insult0.083112895
Profanity0.041912504
Threat0.008129764
Severe Toxicity0.005607605
Low Tox 0.19893374 Constructive 0.608 Policy_Critique
Dec 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of …
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of all these, an estimated 1.5 million people are either overstaying or have entered illegally. 3. Pakistanis and Bangladeshis are also involved in illegal activities (I’m not defending Indians—they are also involved, I’ll come to that). If you ask them, many will claim to be Indians. You can see the same trend in the UK as well. The reason I’m mentioning them is because they have a similar appearance to Indians. 4. Almost half of the Indians in Canada are living there illegally. Why do I say this? Because here in India I personally know many people from Punjab and Haryana who go there. In both states, you can easily find many agents who reassure people that they can send them to Canada or the USA without much difficulty. You can also see the trend among Punjabis—many aspire to drive trucks and cars in Canada. In India, people often see Punjabis as if their only purpose in life is to go to Canada. I love Punjabi people, but I don’t like this mindset. 5. So, the people you see doing disgusting things are most likely illegal immigrants. Why? Because genuine people go there to educate themselves and contribute something meaningful to the culture—not to behave like those individuals. 6. I really hope Canada can recover from this. I have a friend who went there in 2015, and he once told me to visit the country. Canadians are truly amazing, and the natural beauty (except the winter!) is so nice. Please, Canadian government, take some steps for the well-being of your people.❤
Identity Attack0.2308735
Insult0.05964688
Profanity0.035399333
Threat0.01238892
Severe Toxicity0.007095337
Low Tox 0.19504376 Constructive 0.824
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Similar situation in the UK. Southall is basically British Brampton, a London suburb where even many British Indians who have been living in the UK for decades are repulsed by.
Similar situation in the UK. Southall is basically British Brampton, a London suburb where even many British Indians who have been living in the UK for decades are repulsed by.
Identity Attack0.17925262
Insult0.06774519
Profanity0.038154904
Threat0.008026198
Severe Toxicity0.003929138
Low Tox 0.18744208 Constructive 0.588
Oct 19, 2025 10 likes Inside Canada's Indian Metropolis (Brampton)
As a British Canadian living in the UK, I feel I'm stuck between a rock and a hard place, because both countries are being destroyed by liberal governments & mass immigration. 😮 Good video, exposing …
As a British Canadian living in the UK, I feel I'm stuck between a rock and a hard place, because both countries are being destroyed by liberal governments & mass immigration. 😮 Good video, exposing the truth.
Identity Attack0.10221587
Insult0.06424874
Profanity0.016616182
Threat0.011456826
Severe Toxicity0.004234314
Low Tox 0.17718399 Constructive 0.712 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Canadas standard of living is now below the UK and the UK is failing badly. We must stop this mass immigration.
Canadas standard of living is now below the UK and the UK is failing badly. We must stop this mass immigration.
Identity Attack0.10221587
Insult0.042665333
Profanity0.012107162
Threat0.008090926
Severe Toxicity0.003376007
Low Tox 0.15158679 Moderate Con 0.474
Nov 24, 2025 Quebec Ends Economic Immigration Program …
As an Indian living in India, I’d say it was your country’s government’s problem and mistake, similar to what the UK is doing now. Aside from government or policies, Indians immigrating to Canada is something …
As an Indian living in India, I’d say it was your country’s government’s problem and mistake, similar to what the UK is doing now. Aside from government or policies, Indians immigrating to Canada is something that dates back to the British era, when Britain sent a group of Indians, specifically Sikhs, for security or labor work in Canada. This started the trend of Sikhs (turban-wearing ones) moving there. In modern times, the West was richer in terms of education and infra compared to Asia, which attracted many normal students and families immigrants also. Canada and America were built by immigrants, but now things are saturated, which I understand, and that’s where the resentment comes from. The majority Sikh state ( punjab) in India is still behind in development and job wise cooperation, and the historical pattern from the British era of moving to Canada for a better life has become a norm for many young people there. The close, collaborative nature of Sikhs—like a cousin in Canada inviting another cousin from India to come over, open a shop, work together, or share housing—is another reason many don’t hesitate to immigrate. These are some of the reasons behind mass immigration from India. Now, with saturation, the resentment toward immigration has grown. India itself faces issues with immigrants who live off our taxes, take rights meant for native children, and abuse policies, laws, or the environment. At least Canada has better-off immigrants—educated and contributing to the economy. While some may depend on taxes, most are hardworking and self-sufficient; otherwise, Canada’s economy would have collapsed by now. In end i can understand the hatred but you guys should stop this yourselves - not hunting them but prevent more.
Identity Attack0.11280017
Insult0.047935467
Profanity0.017504321
Threat0.0074048014
Severe Toxicity0.0031280518
Low Tox 0.13041082 Constructive 0.817 Comparative_Framing
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
If a community feels like they are the minority among the people they live with, they wouldn't dare themselves to go against the majority. Now, could you guys do the same interview in the UK …
If a community feels like they are the minority among the people they live with, they wouldn't dare themselves to go against the majority. Now, could you guys do the same interview in the UK as well?. Just watch the film "Slumdog Millionaire".
Identity Attack0.026609946
Insult0.055547886
Profanity0.022013342
Threat0.007068211
Severe Toxicity0.0019836426
Low Tox 0.112436704 Moderate Con 0.473
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in a similar area in the UK. Many people can't see how communities are being destroyed. I feel for Canada. I visited Quebec and prefer there as the French language stops this from …
I live in a similar area in the UK. Many people can't see how communities are being destroyed. I feel for Canada. I visited Quebec and prefer there as the French language stops this from happening there!
Identity Attack0.022791367
Insult0.018258847
Profanity0.011970525
Threat0.010990778
Severe Toxicity0.0019550323
Low Tox 0.05750068 Constructive 0.838 Comparative_Framing
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
In the UK in 1860 7 year old boys (and girls) worked 12 hour shifts in mines and factories, most died before they had children themselves. A hundred years later in 1960 the school leaving …
In the UK in 1860 7 year old boys (and girls) worked 12 hour shifts in mines and factories, most died before they had children themselves. A hundred years later in 1960 the school leaving age was 15 and life expectancy had reached 70 plus and people worked a 40 hour week with paid holidays and a pension to come in your later years. The first time in thousands of years that the average person could have a decent life and live more than an average of thirty years. We now just take that for granted and the third world instead of working to improve their own countries want to come here and live off the system we have created. Our polticians have guilt tripped us into having compassion for these people and now the shear weight of numbers is dragging us backwards and reversing 150 years gains, we are now at the point that if drastic is not taken we will be back to pre Victorian times within 10 years.
Identity Attack0.0069185994
Insult0.02618698
Profanity0.01941724
Threat0.0076766624
Severe Toxicity0.0018310547
Low Tox 0.05651112 Constructive 0.648
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I live in a town in the UK called Gravesend aka Graves India. It has a huge sikh population and is home to the largest gurdwara in Europe
I live in a town in the UK called Gravesend aka Graves India. It has a huge sikh population and is home to the largest gurdwara in Europe
Identity Attack0.031206898
Insult0.013212911
Profanity0.027000591
Threat0.010576514
Severe Toxicity0.0032806396
Low Tox 0.044883765 Constructive 0.515 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.