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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 am Indian from India. …" 760 comments · Page 29 of 31
It saddens me for what this country has become. When I first came here, I saw the potential of what I could do in this country but that is not the case anymore. I, amongst …
It saddens me for what this country has become. When I first came here, I saw the potential of what I could do in this country but that is not the case anymore. I, amongst many immigrants from India, try every bit possible to assimilate in the society and believe me we have, almost at par with Canadian values. However, post-covid, everyone seems to judge every east Indian on the same grounds as outlined by the speakers in this video. My opinion is, people who do not respect the laws and traditions of this country should go back to their countries (regardless of who they are) and do all your propaganda there especially all the international ones. Like I came here for a better future and I feel I am getting a worsened experience due to all this toxicity for colored people and their behaviour of course.
Identity Attack0.089973204
Insult0.033790905
Profanity0.019690514
Threat0.007094103
Severe Toxicity0.0028419495
Low Tox 0.11088664 Constructive 0.767
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation …
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation and injustice. Sikhs know for a fact that the Indian government is fully involved, as the RCMP found in their investigation on transnational repression and extortion cases. But the biggest piece of evidence is just south of the border with Nikhil Gupta’s case. Mr. Gupta pleaded guilty to trying to hire a US undercover cop to assassinate Gurpatwant Singh Pannu, who is a human rights activist and lawyer who is spearheading the Khalistan movement. He showed the undercover cop photos of Hardeep Singh Nijjar’s body and said we just finished this job, and when you complete your job, we have a long list of others we need dead. Nikhil Gupta had placed a call with Indian RAW agents, who are named as C1 and C2, who said they will pay $100,000 for each hit. We have Sikh activists who have repeatedly told the media they have been hit on their heads, including Jagmeet Singh, the former leader of the NDP. If Canada refuses to take this seriously, the government officials are being traitors to their own country. Canada is now doing a disservice by withholding information from Canadians, and did so before, during the inquiry into the Air India incident, when the government asked the courts not to include it in their investigation of any Indian involvement. A Canadian- Norwegian spy who said India tried to hire him to place explosives in one of the planes. He warned our government, and they knew about this and still covered it up! Now, the government is doing the same to secure business deals with India. Like India has nothing to offer Canada except labour (with their billion population), and we Canadians cannot find jobs and don't need unskilled workers from India when we can educate our citizens and give them jobs here. There must be a full, transparent investigation into India and its embassy and agents.
Identity Attack0.06795148
Insult0.038566336
Profanity0.016616182
Threat0.010343489
Severe Toxicity0.0028038025
Low Tox 0.11067997 Constructive 0.743 Policy_Critique
Feb 21, 2026 Canadian immigration officers investigating hundreds …
In Canada, we imported almost 10% of our population is the last five years, the majority of whom came from India. There's no doubt that Indian culture is not the same as Canadian culture, and …
In Canada, we imported almost 10% of our population is the last five years, the majority of whom came from India. There's no doubt that Indian culture is not the same as Canadian culture, and importing such a massive number so quickly means we are far more likely to see those cultures bumping up against each other, rather than giving them a chance to assimilate and blend. Like any good cook, I know if you try to add the eggs too quickly and in too much of a hurry, you get scrambled eggs in weak sauce, not a thick creamy custard. Same principle applies to immigration. We need to give people the time and chance to learn and absorb our culture and values, else we end up with ghettos and a weakened society.
Identity Attack0.07921951
Insult0.034672357
Profanity0.020032106
Threat0.008401625
Severe Toxicity0.0031852722
Low Tox 0.11057663 Constructive 0.775 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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)
I am a newly arriving immigrant Indian. Been a year now and I have a good job and I am really loving what Canada has to offer. I agree with the frustration - I find …
I am a newly arriving immigrant Indian. Been a year now and I have a good job and I am really loving what Canada has to offer. I agree with the frustration - I find myself cringing at the videos of people violating public norms of decency, and the job market is really bad now for services as companies are employing a lot of migrants for a cheaper price. Immigration control, regulation of companies so they cant go below a %age of Canadian citizen/residents along with effective government stimuli to boost the economy by targetting certain industries will tackle a lot of the problems. As for people discarding garbage anywhere and other unwanted behavior - name and shame. These videos are also going public at least in India as a source of great shame and the more eyes on it, the less people will repeat things of this nature.
Identity Attack0.06340405
Insult0.034451995
Profanity0.019007329
Threat0.007521313
Severe Toxicity0.0027656555
Low Tox 0.10696511 Constructive 0.865
Aug 26, 2025 Why Canadians Are Turning Against …
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 …
India have a good universities because some countries accept their Indian people with bachelor degree as H1B visa program, but most India apply and accepted in Canada as student visa, how many finished and how …
India have a good universities because some countries accept their Indian people with bachelor degree as H1B visa program, but most India apply and accepted in Canada as student visa, how many finished and how many leave the country? because they allow them to work at the same time. who would not take advantage to Canadian foreign programs, and those Indian MP's in parliament will support this programs to help their kinds or country fellows to dominate this country.
Identity Attack0.10221587
Insult0.02657372
Profanity0.0127561875
Threat0.007249452
Severe Toxicity0.0021743774
Low Tox 0.10522962 Constructive 0.525
Nov 30, 2025 IRCC Names India in Study …
They are overpopulating my area too. When I walk around my Costco, there have been times where there are Indians in every single direction I look, as far as I can see. I'm not even …
They are overpopulating my area too. When I walk around my Costco, there have been times where there are Indians in every single direction I look, as far as I can see. I'm not even exaggerating. If I forgot where I was, I would think I was in India. There are so many Indian restaurants around me. The area I live in is actually a nice newly built area (over the past 5 years.) It wasn't like this when I first moved to this area.
Identity Attack0.10221587
Insult0.02212623
Profanity0.027137227
Threat0.0076119336
Severe Toxicity0.0031852722
Low Tox 0.10175867 Constructive 0.658 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian households in Canada make more on average than native Canadians. To be absolutely clear.. this is not an Indian problem its a government problem. They let in anyone who could spell their name. But …
Indian households in Canada make more on average than native Canadians. To be absolutely clear.. this is not an Indian problem its a government problem. They let in anyone who could spell their name. But before that they let in extremely intelligent and hard working folks from India who are currently upholding this country's tech industry. I know this for a fact as I am in tech and have eyes.
Identity Attack0.10221587
Insult0.024897853
Profanity0.012243799
Threat0.0063108844
Severe Toxicity0.0023078918
Low Tox 0.10175867 Constructive 0.705 Policy_Critique
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
I’ve worked in this city since 2007 you couldn’t pay my mortgage off to move here. Tyler didn’t mention it’s rated #1 of Indian migrants outside of India in the world.
I’ve worked in this city since 2007 you couldn’t pay my mortgage off to move here. Tyler didn’t mention it’s rated #1 of Indian migrants outside of India in the world.
Identity Attack0.10221587
Insult0.023221988
Profanity0.012517073
Threat0.0062849927
Severe Toxicity0.0019359589
Low Tox 0.09958932 Constructive 0.507
Jan 27, 2026 Inside Canada's Indian Invasion...
i hope you all are aware of the fact that the Indian government is against the khalistani movement or demands in any way. also hope that yall r aware that khalistan is a concept majorly …
i hope you all are aware of the fact that the Indian government is against the khalistani movement or demands in any way. also hope that yall r aware that khalistan is a concept majorly supported by those who do not live in india.
Identity Attack0.07508347
Insult0.021803947
Profanity0.020168742
Threat0.01052473
Severe Toxicity0.0031280518
Low Tox 0.09915545 Moderate Con 0.38 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Not every Indian knows where Bombay is, but everyone in India knows where Brampton is.
Not every Indian knows where Bombay is, but everyone in India knows where Brampton is.
Identity Attack0.07591068
Insult0.022448512
Profanity0.025087673
Threat0.010472948
Severe Toxicity0.0034332275
Low Tox 0.09915545 Low Con 0.244 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
What happened when the british tookover India? did they assimilate? pay indian taxes? they exported the wealth to build britian. The reverse is happening now. That's it. It's what has always happened.
What happened when the british tookover India? did they assimilate? pay indian taxes? they exported the wealth to build britian. The reverse is happening now. That's it. It's what has always happened.
Identity Attack0.0775651
Insult0.022061773
Profanity0.0137468055
Threat0.0074824756
Severe Toxicity0.0024318695
Low Tox 0.09915545 Low Con 0.3
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
India and Indians are a universe onto themselves. You really cannot stereotype or assume anything.
India and Indians are a universe onto themselves. You really cannot stereotype or assume anything.
Identity Attack0.07177465
Insult0.02618698
Profanity0.017504321
Threat0.006653947
Severe Toxicity0.0021457672
Low Tox 0.09872158 Low Con 0.21 Moral_Argument
Feb 7, 2026 2 likes Inside Canada's Indian Invasion...
Indian government warned about criminals coming to canada and requested to send them back so they can be prosecuted in india but canada government refused. Its Canadian government fault to allow such unversities to exits …
Indian government warned about criminals coming to canada and requested to send them back so they can be prosecuted in india but canada government refused. Its Canadian government fault to allow such unversities to exits and issuing so many student visas. Canadians should hold government accountable and elected members and see who gets profit by forming such enterprises.
Identity Attack0.06340405
Insult0.030154925
Profanity0.010774951
Threat0.0074048014
Severe Toxicity0.0019836426
Low Tox 0.0969861 Moderate Con 0.466 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is all of canada, by the way. There might be areas that are more concentrated. But I would go to say that there's places that are at least forty creeping up on fifty percent …
This is all of canada, by the way. There might be areas that are more concentrated. But I would go to say that there's places that are at least forty creeping up on fifty percent east India. Now in all parts of Canada. Not to say there isn't chinese filipino.Everything else here.But, yeah, east indian is number one right now 🎉
Identity Attack0.09162762
Insult0.022770792
Profanity0.01620627
Threat0.006925808
Severe Toxicity0.002298355
Low Tox 0.09568449 Constructive 0.579 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Most head hunters are also Indian based. 71% of H1-B visa holders are from India, only 1% Canadian and even these ones have many from Indian background.
Most head hunters are also Indian based. 71% of H1-B visa holders are from India, only 1% Canadian and even these ones have many from Indian background.
Identity Attack0.10221587
Insult0.021159383
Profanity0.01261955
Threat0.0064144502
Severe Toxicity0.0018405914
Low Tox 0.09525062 Moderate Con 0.317 Unverified_Claim
Oct 4, 2025 IRCC Names India in Study …
I believe there is at least half a million people from India in Canada maybe 90% of those have already overstayed their welcome in Canada and they're getting away with it they go to work …
I believe there is at least half a million people from India in Canada maybe 90% of those have already overstayed their welcome in Canada and they're getting away with it they go to work for Indian trucking companies that paid them as contractors so the company pays them as contractors and it's up to that employee whether or not they file their taxes while they can't even they don't even have a social insurance number
Identity Attack0.07425626
Insult0.023608726
Profanity0.0138151245
Threat0.0064144502
Severe Toxicity0.0021457672
Low Tox 0.09394901 Constructive 0.592 Unverified_Claim
Feb 19, 2026 Canadian immigration officers investigating hundreds …
I love Indians, in india
I love Indians, in india
Identity Attack0.06158508
Insult0.020450363
Profanity0.028913507
Threat0.011068452
Severe Toxicity0.004825592
Low Tox 0.09351514 Moderate Con 0.46
Jan 27, 2026 Inside Canada's Indian Invasion...
I lived in Oshawa Ontario for 4-months due to student exchange. My school was mostly Indians, when i arrived to Canada I genuinely felt like I was in India.
I lived in Oshawa Ontario for 4-months due to student exchange. My school was mostly Indians, when i arrived to Canada I genuinely felt like I was in India.
Identity Attack0.10221587
Insult0.020901557
Profanity0.01620627
Threat0.006427396
Severe Toxicity0.0023269653
Low Tox 0.09308127 Constructive 0.641 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The EU just signed a free trade deal with India which gives Indian 'professionals' the right to reside and work in the EU. It all started the same way in the US, Canada and AUS. …
The EU just signed a free trade deal with India which gives Indian 'professionals' the right to reside and work in the EU. It all started the same way in the US, Canada and AUS. Europe will be gone soon as well.
Identity Attack0.058401883
Insult0.025800243
Profanity0.015523086
Threat0.0077672824
Severe Toxicity0.0021457672
Low Tox 0.09308127 Moderate Con 0.348 Fear_Threat
Feb 8, 2026 Inside Canada's Indian Invasion...
I am an Indian, I am working in india and have no plans to settle or even work abroad. I wouldve loved to visit canada but now I'm afraid I'll be treated poorly since I'll …
I am an Indian, I am working in india and have no plans to settle or even work abroad. I wouldve loved to visit canada but now I'm afraid I'll be treated poorly since I'll be judged by my looks, I will be a tourist of course but yeah.
Identity Attack0.06431354
Insult0.022512967
Profanity0.019690514
Threat0.0070034824
Severe Toxicity0.0020313263
Low Tox 0.09308127 Constructive 0.657 Personal_Narrative
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian spirituality penetrated western thinking in the 1960s and that was followed by cuisine from India, Pakistan, Bangladesh, Nepal etc. So generally people in the US, Canada, UK, Australia, etc have welcomed people from the …
Indian spirituality penetrated western thinking in the 1960s and that was followed by cuisine from India, Pakistan, Bangladesh, Nepal etc. So generally people in the US, Canada, UK, Australia, etc have welcomed people from the Indian sub-continent. Obviously immigration whether from India or another country needs to be moderated in order to give the immigrants time to adapt to the Canadian way of life
Identity Attack0.09162762
Insult0.02193286
Profanity0.013951761
Threat0.006479179
Severe Toxicity0.0021266937
Low Tox 0.091913216 Constructive 0.623 Comparative_Framing
Oct 3, 2025 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.