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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 should come to the …" 1,829 comments · Page 56 of 74
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open …
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open minded, living and letting live, freedom, being tolerant etc. These are the best ideas or culture that if held long enough by the majority of the people will turn that place into a great civilization indeed. Every great civilization of history was built through this culture in history. persian empire, macedonian empire, roman empire, british empire and now the united states etc... were/are all very diverse and very tolerant of indians and their ideas... cultural exchange of ideas through indians and receiving diverse viewpoints which helped them become great. However great empires, great places and civilizations never last. They fall down. They fall down once the culture changes. which is natural since culture is not static but dynamic, since it exists only in the minds of people, it can change in the same generation, or in the next - all it takes is replacing existing ideas with other ideas in the minds of people large enough. This is what we are seeing happening in canada and India... a shift of culture. The same culture of responsible for turning India into a terrible country is being adopted by canadians. Meanwhile for the past few decades.. india on the other hand has been adopting the better culture and growing slowly and steadily with many mistakes and hurdles along the way towards a brighter future... slowly because its huge... steadily because it knows where to go.... mistakes and hurdles because its an open democracy... If this cultural shift keeps continuing this way... There will come a time where canada would look more like afghanistan and India will look like the us or scandinavia... However i hope thats not the case. and its just a phase that does not lead to some significant revolution in terms of peoples thinking.
Identity Attack0.07425626
Insult0.025413504
Profanity0.027273865
Threat0.00780612
Severe Toxicity0.0037574768
Low Tox 0.10956833 Constructive 0.639 Moral_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
Am a christian from India, who had a PR back in 2013 and had traveled there for the paperwork. I traveled around Toronto for around 15 days and it was a lovely experience back then. …
Am a christian from India, who had a PR back in 2013 and had traveled there for the paperwork. I traveled around Toronto for around 15 days and it was a lovely experience back then. All but the Indians I encountered treated me well, to the indians I was another competition for their piece of land (so as to say). I unfortunately didn't settle in Canada due to some family emergency and had to come back to India for good, but on hind sight I think it was for the best, considering how bad the situation is in Canada. If one migrates to another country they should assimilate in the existing culture so that they can keep alive the very soul of the land they moved to, not try to make it another India...
Identity Attack0.10221587
Insult0.033570543
Profanity0.026044132
Threat0.0086087575
Severe Toxicity0.0037574768
Low Tox 0.10913446 Constructive 0.818 Personal_Narrative
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. But despite being invited under official immigration programs, these communities face systemic racism and unequal treatment. 📊 Employment Discrimination: • A 2021 Statistics Canada report found that racialized Canadians earned 20% less on average than their white counterparts, even when education and experience were controlled. • South Asian immigrants specifically face higher rates of credential discounting, where their foreign education and experience are undervalued. 📊 Hiring Bias: • A University of Toronto study revealed that applicants with “ethnic” names were 40% less likely to receive a callback compared to those with Anglo-sounding names, even with identical résumés. • Another survey showed that unemployment rates for racialized Canadians are consistently 1.5–2x higher than for white Canadians. 📊 Perceptions vs. Reality: • While white Europeans continue to integrate without much resistance, South Asians are often stereotyped as “taking over” neighborhoods. • Immigrants from India and Pakistan have one of the highest workforce participation rates in Canada, working in everything from Uber and trucking to tech and medicine—contributing directly to the economy. Meanwhile, many first-generation South Asian immigrants don’t qualify for the refugee-style supports that others receive. Instead, they work long hours, often in precarious jobs, just to cover bills. The frustration often mistaken as an “attitude problem” comes from facing daily systemic barriers—being seen as “less than” despite contributing equally, if not more, to society. The underlying issue is that the old colonial mindset persists: brown immigrants are not granted the same social standing as white Canadians. Equality on paper is not equality in practice.
Identity Attack0.10221587
Insult0.030816011
Profanity0.01982715
Threat0.008103873
Severe Toxicity0.0030708313
Low Tox 0.10870059 Constructive 0.699 Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Everyone that has come in the last decade needs to get packing.
Everyone that has come in the last decade needs to get packing.
Identity Attack0.026408968
Insult0.026702631
Profanity0.017982552
Threat0.030278467
Severe Toxicity0.0034332275
Low Tox 0.10870059 Low Con 0.204
Dec 23, 2025 21 likes Deportations From Canada at Their …
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)
5:32 Side note about this: The book that is often cited as the main source for the "average IQs of countries" misused their data to come to their conclusion about many countries. For instance, they …
5:32 Side note about this: The book that is often cited as the main source for the "average IQs of countries" misused their data to come to their conclusion about many countries. For instance, they calculated Somalia's average IQ of 62 by using figures from a study about malnourished ethiopian child refugees in Israel who arrived off the boats only 1 year earlier. That same study then performed interventions to help those ethiopian child refugees, at which point their average IQ then rose to match their Israeli peers, showing that this problem is indeed fixable. I wholeheartedly agree with this person's points about culture, but the particular source these myths about national IQ have come from is bogus.
Identity Attack0.07591068
Insult0.032248367
Profanity0.028640235
Threat0.010214032
Severe Toxicity0.0034713745
Low Tox 0.10826672 Constructive 0.797 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This immigrants that come to Canada now ,they are the Queens 👸 people! That the British ruled for 300 yrs.
This immigrants that come to Canada now ,they are the Queens 👸 people! That the British ruled for 300 yrs.
Identity Attack0.072601855
Insult0.029383656
Profanity0.015010698
Threat0.006602164
Severe Toxicity0.0026130676
Low Tox 0.10826672 Moderate Con 0.426
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
I had a Polish neighbour in Victoria who echoed the same comments as the Polish guy at 8:00. During 2021 she became terrified that communism has come to Canada, seeing the exact same dynamics of …
I had a Polish neighbour in Victoria who echoed the same comments as the Polish guy at 8:00. During 2021 she became terrified that communism has come to Canada, seeing the exact same dynamics of tyranny being imposed during the covid scamdemic. In 2022 I escaped Canada with my family. We sold our home, I quit my career, and escaped the tyrannical travel bans against people like us. A couple months later our Polish neighbours sold their beautiful seaside home and escaped as well.
Identity Attack0.06567776
Insult0.032248367
Profanity0.012995303
Threat0.008427517
Severe Toxicity0.0026512146
Low Tox 0.10826672 Constructive 0.704 Personal_Narrative
Sep 19, 2025 14 likes Inside Canada's Indian Metropolis (Brampton)
Trump, come get Carney !!!!
Trump, come get Carney !!!!
Identity Attack0.0051427023
Insult0.033019636
Profanity0.019963788
Threat0.013579931
Severe Toxicity0.0035476685
Low Tox 0.10783285 Low Con 0.147 Call_To_Action
Jan 4, 2026 New rules, regulations take effect …
Considering the shortage of jobs in Canada, if immigration Canada didn't deport them then the Canadian people themselves would take up arms and deport those immigrants themselves. This is what happens when the Canadian government …
Considering the shortage of jobs in Canada, if immigration Canada didn't deport them then the Canadian people themselves would take up arms and deport those immigrants themselves. This is what happens when the Canadian government creates a shortage of jobs by rejecting half the engineering and business students to Canada's business and engineering programs at Canada's universities and colleges. If the Canadian government doubled or tripled the number of business and engineering students it accepts into Canada's business and engineering programs at Canada's universities and colleges then there wouldn't be such a desperate shortage of jobs and we could accept more immigrants. If there is no job nor housing for immigrants, they shouldn't come here.
Identity Attack0.057037655
Insult0.031256735
Profanity0.013985921
Threat0.012181788
Severe Toxicity0.0031661987
Low Tox 0.10783285 Moderate Con 0.471
Dec 30, 2025 1 likes Deportations From Canada at Their …
Canada is scamming professional to come then ended up jobless because they can't practice their profession without your Canadian license. How? Study first..😂
Canada is scamming professional to come then ended up jobless because they can't practice their profession without your Canadian license. How? Study first..😂
Identity Attack0.015152922
Insult0.06850267
Profanity0.00054915145
Threat0.0005472854
Severe Toxicity0.000005917509
Low Tox 0.107541844 Policy_Critique
Apr 14, 2025
Thank you don't come again. Lol but my guess is there's no intention on them leaving. There liberal voters
Thank you don't come again. Lol but my guess is there's no intention on them leaving. There liberal voters
Identity Attack0.019475231
Insult0.034562174
Profanity0.02303812
Threat0.007857903
Severe Toxicity0.0022506714
Low Tox 0.10696511 Moderate Con 0.335 Humor_Satire
Jan 17, 2026 1 likes 2.9 million Canadian temporary visas …
Glad I'm moved away 20 years ago and living it up on Beautiful Manitoulin island.. PS ... DO NOT COME HERE !! 😊
Glad I'm moved away 20 years ago and living it up on Beautiful Manitoulin island.. PS ... DO NOT COME HERE !! 😊
Identity Attack0.028418748
Insult0.026058068
Profanity0.013234417
Threat0.008764107
Severe Toxicity0.0033950806
Low Tox 0.10696511 Constructive 0.584
Sep 30, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Tim Uppal, as a Member of Parliament and Parliamentary Secretary to the Minister of Citizenship, Immigration, and Multiculturalism in 2010, announced a new initiative called the Student Partners Program (SPP) that resulted in a significant …
Tim Uppal, as a Member of Parliament and Parliamentary Secretary to the Minister of Citizenship, Immigration, and Multiculturalism in 2010, announced a new initiative called the Student Partners Program (SPP) that resulted in a significant increase in the approval rate of visas for students from India. This turned out to be scam, students did not come to study and go back, it was a backdoor for PR. In addition, a number of Indian students on student visas have committed crimes such as extortion, drug trafficking and killed people on highways as unqualified truck drivers. Lastly, they majority of them lack of consideration for others may it be economically or socially.
Identity Attack0.05976611
Insult0.053205602
Profanity0.02474608
Threat0.0116639575
Severe Toxicity0.0032615662
Low Tox 0.10696511 Constructive 0.552 Unverified_Claim
Jan 20, 2026 2 likes 2.9 million Canadian temporary visas …
It’s a problem here in Canada. They aren’t heading to the USA basically all of them stay cause it’s just easy. Nobody would have a problem if they made an effort to assimilate and some …
It’s a problem here in Canada. They aren’t heading to the USA basically all of them stay cause it’s just easy. Nobody would have a problem if they made an effort to assimilate and some do but the ones who don’t ruin the image for the rest of them. Other obvious problem is we’ve let in too many people in in general like more people have come than living units have been built making many problems just right there and then and it’s not really the people who immigrates fault it’s the government. I know restricting imagination and making the test to get in harder so they actually have to know something about Canadas history and our culture and realistically we need to apply more pressure on the expectation that immigrants eventually assimilate.
Identity Attack0.055673428
Insult0.03588435
Profanity0.020578653
Threat0.0075083673
Severe Toxicity0.0030326843
Low Tox 0.10696511 Constructive 0.619 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
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...
I feel very sad because, in the end, all immigrants end up paying the price for the bad attitudes of a few. I speak especially from the perspective of Latin American immigrants: we are not …
I feel very sad because, in the end, all immigrants end up paying the price for the bad attitudes of a few. I speak especially from the perspective of Latin American immigrants: we are not the majority in Canada, but we come with the intention of adapting, of including ourselves in the local culture, and of contributing the best we can. Our culture is not so distant — we share religion, family values, and lifestyle — and we arrive with the willingness to integrate, not to impose. Even so, for us the path is extremely difficult: getting permanent residency and, eventually, citizenship is a long, expensive, and complicated process. And we do it, we comply with the rules, we respect, we pay everything. What hurts is seeing that some other groups arrive with a different attitude: instead of integrating, they want to impose their culture, their religion, even their body odors, and if you make a face or express discomfort, they immediately take it as “discrimination.” It is not fair that, for example, my child should stop bringing meat in his lunch just because another child bullies him saying he is “a filthy sinner.” Inclusion should be mutual, an effort on both sides, not a one-sided demand.
Identity Attack0.07425626
Insult0.031917825
Profanity0.015659723
Threat0.007145886
Severe Toxicity0.002155304
Low Tox 0.10696511 Constructive 0.79
Aug 28, 2025 8 likes Why Canadians Are Turning Against …
As soon as India starts to thrive they will go back. It’s coming..
As soon as India starts to thrive they will go back. It’s coming..
Identity Attack0.06929302
Insult0.027841117
Profanity0.020920247
Threat0.012751401
Severe Toxicity0.0044441223
Low Tox 0.10653123 Low Con 0.143 Comparative_Framing
Feb 24, 2026 Inside Canada's Indian Invasion...
thank you for this video. if you want to come to canada and be a part of canada you are welcome. but if you want to come and turn it into the country you came …
thank you for this video. if you want to come to canada and be a part of canada you are welcome. but if you want to come and turn it into the country you came from you need to go back to that country.
Identity Attack0.056582913
Insult0.026058068
Profanity0.012722028
Threat0.007262398
Severe Toxicity0.002298355
Low Tox 0.10653123 Moderate Con 0.494 Identity_Assertion
Nov 25, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education …
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education and rules followed lived there. Now I am 18 and it is very sad to see that people who lack basic manners are going there in exchange of money, yes it is true that you cannot bring knowledge and good values in yourself with money, European people and American people should also think about this and should ask questions to their government that why are they bringing these people to get profit in the vote bank or are they very educated people, but looking at the condition it is not true that Their parents may have also taught them basic manners, many Indians do not have the flexibility to change their habits after seeing the country, but they would have had problems with people coming to their country from outside who did not live in the Indian culture, but if they did not live with outsiders and were forbidden to do that, then that would be racism! One should follow whatever religion one wants but see again it should change with the new environment, even in nature when a species migrates to a new place it follows the rules and practices it uses, it does not mean that its genetics change completely.
Identity Attack0.037136484
Insult0.03511308
Profanity0.027683776
Threat0.007598988
Severe Toxicity0.0028038025
Low Tox 0.10609736 Constructive 0.759 Identity_Assertion
Feb 11, 2026 3 likes Inside Canada's Indian Invasion...
It is incredible how some people overlook the fact that the Indian community is a pillar of the Canadian economy. If this community stopped working for just 24 hours, Canada would literally stall. Indian students …
It is incredible how some people overlook the fact that the Indian community is a pillar of the Canadian economy. If this community stopped working for just 24 hours, Canada would literally stall. Indian students alone contribute over $22 billion annually to the economy, effectively subsidizing the entire Canadian higher education system. In the healthcare sector, immigrants make up nearly 37% of physicians and 43% of pharmacists, with a massive percentage coming from the Indian diaspora. They are the ones keeping the clinics and pharmacies open for everyone. ​The impact stretches into every part of daily life, as over 56% of transport companies and 53% of restaurants are immigrant-run. Without them, grocery shelves would be empty and the supply chain would collapse. Furthermore, nearly half of the tech and software design sector is powered by the immigrant community. Beyond labor, some of the wealthiest people and biggest job creators in Canada are of Indian origin, such as David Cheriton and Prem Watsa, who have invested billions into the country. The Indian community isn't just visiting Canada; they are building, funding, and healing it every single day.
Identity Attack0.07921951
Insult0.03136692
Profanity0.016411226
Threat0.0067834044
Severe Toxicity0.0025367737
Low Tox 0.10609736 Constructive 0.704 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I'm not against migrants, I'm against criminals. If a person has come to a country and adheres to the laws and traditions of that country. And if you came to commit a crime, then deportation …
I'm not against migrants, I'm against criminals. If a person has come to a country and adheres to the laws and traditions of that country. And if you came to commit a crime, then deportation is the right decision. That's why I want to say that we are all human beings.
Identity Attack0.06613251
Insult0.022964163
Profanity0.017026093
Threat0.0091524795
Severe Toxicity0.0025558472
Low Tox 0.10522962 Constructive 0.767
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Is Stopping them from coming in, not the easiest answer? Give back the part time jobs to Canadian teens so they can afford to go to school and send home the 8 million immigrants that …
Is Stopping them from coming in, not the easiest answer? Give back the part time jobs to Canadian teens so they can afford to go to school and send home the 8 million immigrants that came into the country during the time of Trudeau and Carney. This will lower cost of housing, right now it takes 5 people on minimum wage to afford a 1 bedroom apartment and we wonder why we have so many people living on the streets. This will open jobs lower prices on food and allow the future generation to afford a a home.
Identity Attack0.048480038
Insult0.033460364
Profanity0.013439372
Threat0.008582866
Severe Toxicity0.0030136108
Low Tox 0.104795754 Constructive 0.681
Sep 29, 2025 IRCC Names India in Study …
Yes, they can go back home and 24 Billions Canadian tax payers given to Ukrainians must come back for Canadians to benefit their interests.if not liberals have to return it from their pockets .this is …
Yes, they can go back home and 24 Billions Canadian tax payers given to Ukrainians must come back for Canadians to benefit their interests.if not liberals have to return it from their pockets .this is the real control!
Identity Attack0.037394293
Insult0.03588435
Profanity0.012551232
Threat0.007197669
Severe Toxicity0.0020313263
Low Tox 0.104795754 Moderate Con 0.377 Economic_Argument
Jan 17, 2026 2.9 million Canadian temporary visas …
Come to Frisco tx next 🤢
Come to Frisco tx next 🤢
Identity Attack0.010655383
Insult0.025413504
Profanity0.073529124
Threat0.010757755
Severe Toxicity0.0059890747
Low Tox 0.104795754 Low Con 0.295 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.