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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

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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: "Are people in both countries …" 1,198 comments · Page 34 of 48
Canadians don't want people who won't pledge allegiance to the country above all else, and who refuse to assimilate to our country's judeo-christian heritage. Carney has 3 passports - can he really be loyal to …
Canadians don't want people who won't pledge allegiance to the country above all else, and who refuse to assimilate to our country's judeo-christian heritage. Carney has 3 passports - can he really be loyal to our country and it's citizens. So far, he has proven himself to prefer a World New Order, and friend to the world's most dangerous country, China. Would Carneys wife appreciate it if he had two mistresses?
Identity Attack0.18313584
Insult0.06512285
Profanity0.013063621
Threat0.0077802283
Severe Toxicity0.0051879883
Low Tox 0.19694418 Moderate Con 0.464 Identity_Assertion
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
Don’t know about Canada, but in US, Indians are the richest ethnic groups. Canada does attract lesser skilled Indians. However, pretty sure Indians contribute more than their share of taxes. You guys can keep on …
Don’t know about Canada, but in US, Indians are the richest ethnic groups. Canada does attract lesser skilled Indians. However, pretty sure Indians contribute more than their share of taxes. You guys can keep on hating but all the western countries need Indians as that’s where the population is. And people work hard. They are invited. >99% Indians immigrate legally. They’re abiding by rules laid by these countries. Up to these countries to decide the rules.
Identity Attack0.25309357
Insult0.054962315
Profanity0.017094411
Threat0.006925808
Severe Toxicity0.0044441223
Low Tox 0.19599396 Constructive 0.615
Oct 3, 2025 3 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 …
canada is getting very close to having more than half of their newborns be first-generation immigrants from india. in a couple short generations, it will be impossible for canadians to win any sort of election, …
canada is getting very close to having more than half of their newborns be first-generation immigrants from india. in a couple short generations, it will be impossible for canadians to win any sort of election, vote, nomination, poll, etc etc. these people and their beliefs do not work in western society. they want to overrun the population (with religion as an excuse) so they can take control and begin dismantling western culture. soon all of canadas laws and protections will defend the invasions and open their boarders wide open. western society and it's values are in grave danger. they're going to use our system against us. its happening right in front of your eyes. time to wake up. these people aren't coming to canada and the states in search of a better life or the american dream. they do not want to assimilate and they refuse our values. they are here because they want their own country, and they're very close to having it. these people were chanting DEATH TO THE WEST, DEATH TO AMERICA the day they flew over.
Identity Attack0.16801116
Insult0.0806213
Profanity0.020373698
Threat0.010343489
Severe Toxicity0.0064468384
Low Tox 0.19504376 Moderate Con 0.368 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
All these advocates of immigrants do not like immigrants in their country...Just ask those talking about love and exclusivity how they treat people of other castes and landless people in their country. This love inclusivity …
All these advocates of immigrants do not like immigrants in their country...Just ask those talking about love and exclusivity how they treat people of other castes and landless people in their country. This love inclusivity is all a facade. Want to watch reality see Dhadak 2 from bollywood or Shyam Benegal's movie.
Identity Attack0.17070955
Insult0.070799805
Profanity0.019280603
Threat0.00756015
Severe Toxicity0.004673004
Low Tox 0.19314334 Constructive 0.536
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Okay then just don't go to Brampton. There are multiple parts of GTA where the population is more ethnically concentrated. Scarborough has more Srilankans etc. There are areas with more Chinese community. And honestly these …
Okay then just don't go to Brampton. There are multiple parts of GTA where the population is more ethnically concentrated. Scarborough has more Srilankans etc. There are areas with more Chinese community. And honestly these are the fastest growing and areas with best services because people there want to work hard, sell cheap, benefit and become rich. They do not want to raid countries and steal and then be so lost in everything they have without doing much and then losing it all because you had nothing left to do other than Drugs.
Identity Attack0.099072486
Insult0.0820023
Profanity0.041160982
Threat0.009981008
Severe Toxicity0.005302429
Low Tox 0.19314334 Constructive 0.631 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It would be really nice to see them round up in Surrey BC and Brampton Ontario these communities that are infested with drug dealing and extortion of their middle class families back home. But really …
It would be really nice to see them round up in Surrey BC and Brampton Ontario these communities that are infested with drug dealing and extortion of their middle class families back home. But really FOR fast track Healthcare professionals/doctors into this country. Canada as a country also has to start having more children I do not know how they solve the problem but our population is aging and if we don't want to end up like Japan we have to do something about it. I see a lot of hate here in the comments (The racist and rednecks have permission to be openly racist)but this is a complex issue and don't forget Albert Einstein and Elon Musk were immigrants there is a lot of very talented people that we have to make sure we keep. How many jobs has Elon Musk created? he is not perfect I'm sure in the millions!!!! How much tax has he generated for the country?
Identity Attack0.07425626
Insult0.09416737
Profanity0.024472807
Threat0.011275585
Severe Toxicity0.005264282
Low Tox 0.19314334 Constructive 0.764
Dec 28, 2025 Deportations From Canada at Their …
It makes you understand why so many Americans voted for Trump and support ICE. The extreme left media like CBC and CNN try to make it out like a bad thing, but Canada needs ICE …
It makes you understand why so many Americans voted for Trump and support ICE. The extreme left media like CBC and CNN try to make it out like a bad thing, but Canada needs ICE as well. We need these people out of our country…NOW!!!❤🇨🇦
Identity Attack0.05976611
Insult0.0816321
Profanity0.014703264
Threat0.012440704
Severe Toxicity0.004119873
Low Tox 0.19124292 Constructive 0.557
Sep 30, 2025 5 likes IRCC Names India in Study …
I went to college with a roommate from Delhi. I visited in his home country and family and actually really enjoyed it. Yes, there is less cleanliness culture. Yes, there is less personal space. He …
I went to college with a roommate from Delhi. I visited in his home country and family and actually really enjoyed it. Yes, there is less cleanliness culture. Yes, there is less personal space. He actually ended up moving to Toronto last year. However with all the negatives you see on YouTube, it's always good to note that Indians are always friendly and helpful people. I'd rather have them than most other immigrant cultures
Identity Attack0.2463217
Insult0.0573046
Profanity0.020646973
Threat0.0063367756
Severe Toxicity0.004863739
Low Tox 0.19124292 Constructive 0.833 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
there's nothing racist about not wanting bad people coming into your country, its not about race it's about culture. please adopt Canadian values if you are going to stay here long term.
there's nothing racist about not wanting bad people coming into your country, its not about race it's about culture. please adopt Canadian values if you are going to stay here long term.
Identity Attack0.16373143
Insult0.06512285
Profanity0.015625564
Threat0.008155655
Severe Toxicity0.0042915344
Low Tox 0.19124292 Constructive 0.52 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
It's almost like every rich Western country is sponsoring their own specific 3rd world race/ethnicity. The USA it is latinos. Europe it is Muslims. Canada it is Indians. It also seems like this entire thing …
It's almost like every rich Western country is sponsoring their own specific 3rd world race/ethnicity. The USA it is latinos. Europe it is Muslims. Canada it is Indians. It also seems like this entire thing has been orchestrated by world governments as a collective, against the people's wishes.
Identity Attack0.23467018
Insult0.039151907
Profanity0.017982552
Threat0.007262398
Severe Toxicity0.0044441223
Low Tox 0.19029272 Moderate Con 0.331
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Many people from one particular country must leave Canada now
Many people from one particular country must leave Canada now
Identity Attack0.17769934
Insult0.034672357
Profanity0.015283971
Threat0.010550622
Severe Toxicity0.0043296814
Low Tox 0.1893425 Moderate Con 0.339
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
the Indians i know in canada have been very hard working and honest people. there was one who had to go back home though they wouldn’t renew his worker permit. I know plenty more on …
the Indians i know in canada have been very hard working and honest people. there was one who had to go back home though they wouldn’t renew his worker permit. I know plenty more on these permits. It’s not just indians though there’s also Brazilians, Chileans, and Venezuelans. One thing I hate is my job prioritizing their work hours over mine because they “need the hours” to stay in this country. where as this is my own country and I’m getting cut hours during slow season. smh
Identity Attack0.18235919
Insult0.055547886
Profanity0.036651865
Threat0.006576272
Severe Toxicity0.0040626526
Low Tox 0.1893425 Constructive 0.718 Economic_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Two generations ago (50-60 years ago) the Indians who came to Canada, with no family in Canada had excellent qualifications. They had to come with jobs waiting for them in universities, engineering firms, architectural firms …
Two generations ago (50-60 years ago) the Indians who came to Canada, with no family in Canada had excellent qualifications. They had to come with jobs waiting for them in universities, engineering firms, architectural firms and hospitals. The students were Masters or Ph.D. with full scholarship. They went on to build the country but they were minorities fighting the occasional racism on the street (as the woman in the green t- shirt says). Today, as a result of Trudeau's naïveté about the level of corruption in India, there's a huge influx of relatively unqualified Indians arriving and not being able to assimilate into Canadian society because they do not have good job qualifications. They end up living in ghettos and turn to crime. We must fix that by being much more selective of Indian immigrants. As someone of the Indian diaspora, I'd also like to say that there are those Indo Canadians ("brown folks") who want nothing to do with the Brampton or Surrey ghettos. Many of us are completely secular, having no religion and share nothing with these people fighting around temples and yelling at each other in Punjabi or Hindi. We speak English and French and vote in the elections.
Identity Attack0.10221587
Insult0.089778624
Profanity0.017572641
Threat0.007197669
Severe Toxicity0.004119873
Low Tox 0.1883923 Constructive 0.806
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
See the thing is cultural shock... First of all the sikhs come from a very conservatives cultural and so in cannada the britishers and french settler earlier so their will be a cultural shock... And …
See the thing is cultural shock... First of all the sikhs come from a very conservatives cultural and so in cannada the britishers and french settler earlier so their will be a cultural shock... And , The main point is the Sikh genocide , so particuarally in 1980's their was a fight between Indian government and radical sikh group to make another own country. So in the civil war our government launched Operation Blue Star in this the holyiest place the Golden temple for sikhs was attacked by Indian army and killed the main terrosist and somehow the main part of Golden Templen was burn.. So then the Sikhs were very government. Then, our prime minister Indhira Ghandhi was assisinate by their sikh body guard and then bcz she was very influencial person, people started riots and revoluting again the Sikhs , like in the main cities like the capital New Delhi people throw stones and boycott the Sikhs and the goverment stop funding their state PUNJAB so their was low job oppurnities and they economically.. So a mass migeration movement happen that every sikh families were moving in Cannada for good quality of Life....
Identity Attack0.20878418
Insult0.06477321
Profanity0.023584666
Threat0.02924249
Severe Toxicity0.0064468384
Low Tox 0.1883923 Constructive 0.686
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I am a Muslim woman l love my culture my religion but its not right to push your culture and religion on people's face if you wanted that you should have stayed in your country …
I am a Muslim woman l love my culture my religion but its not right to push your culture and religion on people's face if you wanted that you should have stayed in your country l came to Canada 37 years ago go now l am telling people welcome to the third world country.
Identity Attack0.17769934
Insult0.043250903
Profanity0.018119188
Threat0.007741391
Severe Toxicity0.004673004
Low Tox 0.1883923 Constructive 0.566
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people will gladly intergrade, but Canadian borns won't welcome it. Walk with me- I'll use food for an example. Every other grocery store is middle eastern/asian/african in Brampton and its becomes harder finding more western style food. I love international food, I cook it often but if you're used to burgers and pizza and only know how to make spaghetti it feels like a 'take over' These people want what they want and even though all these places are free for you to also enjoy they don't like it cause it's too 'foreign' to them. It doesn't mean there isnt still a No Frills or a Walmart or Metro, but because the african and halal store are closer and more frequent it seems like more of a convenience to others and not to you. When people say we're multi-cultural, they mean 'yeah he's brown or black but he keeps it to himself' They aren't going to go to that Sikh temple giving free food, and only go to the church at the beginning even though they're welcome to both. It's the same for Diwali and other things, white people dont care to be interested in those things, and just wonder why they get to have it at all. I do agree with that indian lady at the beginning though, with lax immigration you come in feeling like you don't need to do anything to assimilate. They're doing themselves a disservice by only helping themselves. I hate stereotypes being perpetuated onto people but like that Pakistani guy said too, you live in a bubble and you don't pay attention to that. You can go days without speaking english to someone. You can't immigrate somewhere and shut out everyone already there. I get you may not feel welcome by the white people like the ones in the beginning and so you dont mess with them, and its easy not to. But there needs to be openness with helping everyone benefit from multi-culturalism and not just some of us. There are issues with immigrants not wanting to go outside their bubble and for canadians not to want to either, It'll be hard to (with the current issues we're facing as a country) to actually blend together more.
Identity Attack0.25140062
Insult0.061101943
Profanity0.02392626
Threat0.008181547
Severe Toxicity0.0060272217
Low Tox 0.1883923 Constructive 0.849
Oct 4, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
Why is this making the news? This country has always deported people in droves! Especially individuals of one certain, particular demographic!
Why is this making the news? This country has always deported people in droves! Especially individuals of one certain, particular demographic!
Identity Attack0.07673789
Insult0.06477321
Profanity0.020373698
Threat0.008867673
Severe Toxicity0.003528595
Low Tox 0.18554166 Moderate Con 0.315
Dec 29, 2025 Deportations From Canada at Their …
i dont understand why people are so comfortable with raising other flags on another countries soil unless its an embassy, otherwise its just disrespectful as shi
i dont understand why people are so comfortable with raising other flags on another countries soil unless its an embassy, otherwise its just disrespectful as shi
Identity Attack0.04151922
Insult0.061801232
Profanity0.11477985
Threat0.008556974
Severe Toxicity0.0051879883
Low Tox 0.18364124 Low Con 0.273 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
So I reside in Ontario, I live in a city they call the armpit of Ontario. And everytime I come to this restaurant (I dont want to say what restaurant but if u ask id …
So I reside in Ontario, I live in a city they call the armpit of Ontario. And everytime I come to this restaurant (I dont want to say what restaurant but if u ask id tell you) - I would see a lot of them coming in by groups and they wear clothes like they still live back to whatever country they are from and would sit on their chairs cross legged as other people eat their food. Every hour theres dozens of them coming and I came to think are these people even legally here. It is just crazy to me as a legal immigrant where me and my family waited for 8 years for the application process, spent hundreds of thousands of money meanwhile I see people that arent from here and not even try to assimilate to Canadian culture. It is just infuriating.
Identity Attack0.055673428
Insult0.09124154
Profanity0.05168226
Threat0.00866054
Severe Toxicity0.004634857
Low Tox 0.18269104 Constructive 0.652
Oct 1, 2025 IRCC Names India in Study …
Should have said something when Trudeau was allowing the masses to enter illegally! This country has gone down hill and illegals have learned to work the system! I couldn’t care less if Canada splits and …
Should have said something when Trudeau was allowing the masses to enter illegally! This country has gone down hill and illegals have learned to work the system! I couldn’t care less if Canada splits and provinces separate. Politicians not listening to their people and putting illegals first!
Identity Attack0.116281845
Insult0.06984934
Profanity0.013985921
Threat0.007573096
Severe Toxicity0.003643036
Low Tox 0.18174082 Moderate Con 0.476
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
Y'all as an Indian I am extremely sorry for the lack of civic sense we export throughout the world. But, I can't ignore the blatant racism in the comments. Every country has it's spectrum of …
Y'all as an Indian I am extremely sorry for the lack of civic sense we export throughout the world. But, I can't ignore the blatant racism in the comments. Every country has it's spectrum of people. India unfortunately has the problematic one's more than the unproblematic one's. I would implore you guys to visit upstate Gurugram, Hyderabad, Bengaluru and the north east. Maybe that will change your view on India and Indians
Identity Attack0.15731181
Insult0.06921569
Profanity0.037904397
Threat0.00933372
Severe Toxicity0.005531311
Low Tox 0.18174082 Constructive 0.757 Personal_Narrative
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
As a Canadian, one that lives in GTA at that. Thank you for this video! We have two first languages (French & English)..yet speaking Punjabi is now an asset. Tim Hortons & McDonald’s used to …
As a Canadian, one that lives in GTA at that. Thank you for this video! We have two first languages (French & English)..yet speaking Punjabi is now an asset. Tim Hortons & McDonald’s used to be for our youth…now they can’t get jobs. The one thing we all loved growing up is the fact that our country was so diverse/multicultural. So many people actually born here either move further or have been leaving the country because theres damn near no more Canada. I’m just glad someone finally made an actual video talking about this 🙏🏽Not everyone is a problem, it’s really the past 3-4years that have been awful
Identity Attack0.057492398
Insult0.0654725
Profanity0.25458565
Threat0.0074048014
Severe Toxicity0.008277893
Low Tox 0.18174082 Constructive 0.805 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
NGOs are helping people find a path to come to the West. The west is just being used and the fraud has more than tripled. I’m getting letters from Canada in the US telling me …
NGOs are helping people find a path to come to the West. The west is just being used and the fraud has more than tripled. I’m getting letters from Canada in the US telling me to contact them because I have a dead relative that left me money 😆 2020 and covid plandemic had several purposes. While Americans were being laid off they were flying in migrants from 5 different countries to take our jobs. The elites are playing people like a fiddle. Don’t be a peasant for the new world order 😆
Identity Attack0.057037655
Insult0.082372494
Profanity0.01764096
Threat0.008531082
Severe Toxicity0.0038528442
Low Tox 0.18079062 Constructive 0.587 Unverified_Claim
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
I don't think most Canadians have a problem with Indians. I think we have a problem with our government who is not able to enforce a policy that puts the country first. Immigration built Canada …
I don't think most Canadians have a problem with Indians. I think we have a problem with our government who is not able to enforce a policy that puts the country first. Immigration built Canada and good immigration creates jobs and opportunities. What we're seeing is the government exploiting everyone who built his country. A lot of Indians work here for cheap labour because the government and other regulatory bodies turn a blind eye if it means they can gain the trust and votes of the people they are essentially lying to. It's a shame to see because no one In this situation on either side is really happy.
Identity Attack0.18391247
Insult0.06494803
Profanity0.022354934
Threat0.008103873
Severe Toxicity0.0047683716
Low Tox 0.18079062 Constructive 0.741
Oct 13, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)

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.