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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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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: "“The Indians are generally a …" 67 comments · Page 2 of 3
This makes Iselin NJ jealous. Though unlike Somalis, at least the Indians work...the scammers generally stay in India. But still, Canada is losing its culture. Only liberal Western nations allow this unchecked immigration.
This makes Iselin NJ jealous. Though unlike Somalis, at least the Indians work...the scammers generally stay in India. But still, Canada is losing its culture. Only liberal Western nations allow this unchecked immigration.
Identity Attack0.39334553
Insult0.35016364
Profanity0.040409464
Threat0.0084793
Severe Toxicity0.012435913
Moderate 0.37751234 Moderate Con 0.419 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
I’m all for people to have safe and good lives, but it’s aggravating as hell, when East Indians in general here in Canada are 1.) Preying on women and children 2.) trying to shove their …
I’m all for people to have safe and good lives, but it’s aggravating as hell, when East Indians in general here in Canada are 1.) Preying on women and children 2.) trying to shove their beliefs on everyone else and threaten people 3.) get entitled benefits to the moon.
Identity Attack0.3895355
Insult0.26957804
Profanity0.22429734
Threat0.019055385
Severe Toxicity0.02116089
Moderate 0.37751234 Constructive 0.57
Aug 25, 2025 Why Canadians Are Turning Against …
The larger issue you don’t seem to understand or convey in your video is the fact that this racist and ignorance-fuelled behaviour becoming so normalized without thinking about the deeper issues at hand trickles into …
The larger issue you don’t seem to understand or convey in your video is the fact that this racist and ignorance-fuelled behaviour becoming so normalized without thinking about the deeper issues at hand trickles into society at large is it eventually seeps into racism in general towards other cultures (although it’s not right towards any culture or ethnicity). Basically if you’re not white or white passing people become less inclusive or accepting, or write you off thinking you’re a foreigner (have seen this being experienced by a lot of Canadian born friends). This is all in all a reflection of the failing critical thinking skills in our society and dumbing down of our culture. If you think you’re gonna sit cushy and you’re safe because you’re not one of the indians, well you just might be next! People have lost empathy and decency. A lot of the videos posted online are exaggerated posts to garner views and engagement, but it’s not necessarily the truth.
Identity Attack0.34324843
Insult0.35677677
Profanity0.12727508
Threat0.010783645
Severe Toxicity0.01935331
Moderate 0.37751234 Constructive 0.708 Moral_Argument
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
I felt the racism coming through the screen. Using Canada as a "stepping stone" to "sneak into the greatest country on earth" was funny though - it really shows how self-obsessed Americans can be. India …
I felt the racism coming through the screen. Using Canada as a "stepping stone" to "sneak into the greatest country on earth" was funny though - it really shows how self-obsessed Americans can be. India has its problems, but Indians legally migrating to Canada should not be seen as criminals. The visuals used were also very offsetting - when a woman said India is a beautiful country, you showed us dirty Indian roads. We can do that too: show people of Fentanyl and drug overdoses whenever you say "greatest country on earth." Over 40% of Canadian immigrants are economic class immigrants who go through rigorous points-based selection (IRCC, 2023) Indian immigrants to Canada have higher educational attainment than the Canadian average - 52% hold bachelor's degrees or higher compared to 34% of the general population The US has approximately 107,000 drug overdose deaths annually (CDC, 2023), with fentanyl involved in over 70% of cases India-Canada remittances totaled $5.7 billion in 2022, contributing significantly to both economies Indian-Canadians have lower unemployment rates (5.8%) than the national average (5.9%)
Identity Attack0.38318536
Insult0.336253
Profanity0.07967158
Threat0.012647836
Severe Toxicity0.016383713
Moderate 0.36867723 Constructive 0.75 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I have more respect for Sikhs in general over Hindu Indians, but as someone who has to stay in hotels frequently for work, I have Indian fatigue. Not all are bad, but it just becomes …
I have more respect for Sikhs in general over Hindu Indians, but as someone who has to stay in hotels frequently for work, I have Indian fatigue. Not all are bad, but it just becomes annoying.
Identity Attack0.41975367
Insult0.24767025
Profanity0.13961408
Threat0.0104988385
Severe Toxicity0.017868511
Moderate 0.36095104 Constructive 0.653
Jan 27, 2026 Inside Canada's Indian Invasion...
This is going to sound super cruel but in American its just as bad, over the last 8 years over 30 family owned businesses or small restaurants have been taken over and bought out by …
This is going to sound super cruel but in American its just as bad, over the last 8 years over 30 family owned businesses or small restaurants have been taken over and bought out by Indian people in my area alone, the food quality dips, quality in general dips, they're rude, they get mad if THEY mess up at you which is super disrespectful. I come from a Hispanic culture do be respectful to other human beings if you enter another person's country. Your laws no longer apply here and people who are foreign seem to think that is not the case. I hate seeing local grocery stores get bought out because nothing feels the same. Its not a community anymore its an infestation of rude, self centered obnoxious foreigners who treat everyone like crap because they're miserable. Many don't last because American's aren't going to go to a place that isn't really local anymore its not the same faces they're used to its a cheap old Indian man who is too lazy to fix anything and gets mad when you order too much and by too much like 4 things....
Identity Attack0.35948995
Insult0.19734058
Profanity0.16915557
Threat0.018019408
Severe Toxicity0.01825585
Moderate 0.3302291 Constructive 0.729 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged …
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged and entitled and do not adapt to the culture of the country they are in, and force their own cultures and individual beliefs. This sucks, especially as a young guy who dreams of living in other countries, while respecting their cultures and planning to adapt to them. Even in India too, we don't really pay much taxes since we know its gonna go into corruption anyway, so the Immigrant residents in Brampton may have carried forward that practice as their habit. This gets a lot of us good folks, generalized for no reason too, Although, I do understand the anti-Indian sentiments foreigners have towards us, but again.. not every Indian are like that, since it has also been pointed out by few others. Although, I AM genuinely sorry for the problems Canadians might be facing in Brampton right now
Identity Attack0.2846865
Insult0.19225755
Profanity0.33023968
Threat0.01187109
Severe Toxicity0.019998873
Moderate 0.32919475 Constructive 0.851
Dec 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Watching from Kolkata, India. In my city and surrounding areas, we have illegal immigrants who are mostly Muslim Bangladeshi. They dont assimilate, hate Hindus or non muslims in general, do illegal stuff and busy in …
Watching from Kolkata, India. In my city and surrounding areas, we have illegal immigrants who are mostly Muslim Bangladeshi. They dont assimilate, hate Hindus or non muslims in general, do illegal stuff and busy in converting and reproducing so that demographic change can happen and it has happened in many districts. The government is helping them to gain vote banks. I completely understand them. Even in India we know the people that went to Canada were shady even in India. Many of them sit in Canada and issue threats to Indians and India. This is all well known.
Identity Attack0.39870077
Insult0.18107465
Profanity0.057944927
Threat0.011612174
Severe Toxicity0.013866014
Moderate 0.3234372 Constructive 0.654
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I live here , no mention of the violence between the Sikh and Hindu groups (even parking lot riots) and the religious stuff put in the creeks and the Credit river and rooming houses generally …
I live here , no mention of the violence between the Sikh and Hindu groups (even parking lot riots) and the religious stuff put in the creeks and the Credit river and rooming houses generally do not allow cooking so trash from takeout every where they eat while walking home and throw it beside the sidewalks and in 30 minutes I could drive you by dozens of food trucks near bus stops and now the highest car insurance in Canada I have Indian friends and neighbors who complain about it
Identity Attack0.36702603
Insult0.23237456
Profanity0.032894265
Threat0.012803185
Severe Toxicity0.012435913
Moderate 0.32182294 Constructive 0.687 Personal_Narrative
Dec 7, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
ahhh man welcome to my city. depends on Indians but generally we get the good once i cant hate on then too much. their clan mentality i dont exact like and them changing our culture …
ahhh man welcome to my city. depends on Indians but generally we get the good once i cant hate on then too much. their clan mentality i dont exact like and them changing our culture is a idk maybe little less would be good. but overall good people.
Identity Attack0.3758158
Insult0.15485314
Profanity0.16078159
Threat0.012492486
Severe Toxicity0.020257099
Moderate 0.31963667 Constructive 0.671
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’m grew up in Brampton, born here to immigrant parents who came in the 90s. The new generation of immigrants have really created a bad image for Indians here, I will encounter all kinds of …
I’m grew up in Brampton, born here to immigrant parents who came in the 90s. The new generation of immigrants have really created a bad image for Indians here, I will encounter all kinds of racism online or in real life, and the hatred is real. I wish it wasn’t so, but Brampton and for that matter the GTA is not equipped to handle these many people. Then you get the sheer number of illegal rooming houses, fraud, general disrespect for the norms and traditions of Canada from the newer generations of immigrants it just really paints a bad picture of Indian people. I hope things can change and both Indians and Canadians can live together and foster mutual respect for each other, but we are a long ways away
Identity Attack0.2831485
Insult0.16831873
Profanity0.02795705
Threat0.009204263
Severe Toxicity0.008964539
Low Tox 0.2786282 Constructive 0.788 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met …
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met many Indian people in Canada and it almost seems like they’re so positive and community minded that they think it’s small minded to be stingy about sharing space, which can clash with the general reserved nature of Canadians but also make you feel embarrassed in a way about being judgmental. You even see it in this video with the white guy asking judgey questions to Indians but he gets showered with food and hospitality from the Indians. No matter how you fight it you kind of get overpowered by their positivity…
Identity Attack0.316
Insult0.15485314
Profanity0.062454045
Threat0.008815889
Severe Toxicity0.008468628
Low Tox 0.27412915 Constructive 0.76 Moral_Argument
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Why are you people blaming the whole community .A lot of indians came there legally , and worked hard to have a good life there . They pay taxes and don't do anything illegal. Doesn't …
Why are you people blaming the whole community .A lot of indians came there legally , and worked hard to have a good life there . They pay taxes and don't do anything illegal. Doesn't mean every indians are like that ,a lot of them came illegally. deport such people instead of generalizing an entire community. After all this, canandians elected the same government into power that made this mess in the first place just because they hate trump
Identity Attack0.27991617
Insult0.1087965
Profanity0.02795705
Threat0.008919456
Severe Toxicity0.005378723
Low Tox 0.27047762 Constructive 0.631 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They Indian immigrants just mind their own business and generally try to stay out of legal trouble . They Give free food and shelter the homeless. Unlike some other religious immigrants.
They Indian immigrants just mind their own business and generally try to stay out of legal trouble . They Give free food and shelter the homeless. Unlike some other religious immigrants.
Identity Attack0.36702603
Insult0.082866095
Profanity0.026317406
Threat0.006770459
Severe Toxicity0.006866455
Low Tox 0.27047762 Constructive 0.543
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
The quality of immigrants have decreased but blaming just the indians isn't right. Check other regions like Scarborough, lots of asylum seekers came in, who are muslims from middle east and africa, they are the …
The quality of immigrants have decreased but blaming just the indians isn't right. Check other regions like Scarborough, lots of asylum seekers came in, who are muslims from middle east and africa, they are the real problem getting free money and stay from the government and working on cash. Legalizing Cannabis store promoted youngsters and adults alike to try drugs, why was the needed even ? Problem is not indians or immigrants in general, problem is government policies.
Identity Attack0.2877625
Insult0.06669625
Profanity0.016479544
Threat0.007353018
Severe Toxicity0.004825592
Low Tox 0.23812068 Constructive 0.57 Policy_Critique
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm white and obviously it's not all Indians, but the only demographic I've experienced racism and prejudice from are Indians. I try to remember to keep an open mind as generalizing is wrong, but it's …
I'm white and obviously it's not all Indians, but the only demographic I've experienced racism and prejudice from are Indians. I try to remember to keep an open mind as generalizing is wrong, but it's getting harder and harder especially since majority of staff in jobs I worked recently are prejudiced and stick to their own ranks. Good journalism M8 I can't believe you put yourself in that situation at the end
Identity Attack0.26663736
Insult0.06477321
Profanity0.047173142
Threat0.00948907
Severe Toxicity0.00667572
Low Tox 0.22846605 Constructive 0.822 Personal_Narrative
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
Difference between the somali community and indian community is night and day... indian people generally have a very strong work ethic and are educated but like with everything there is diminishing marginal utility when you …
Difference between the somali community and indian community is night and day... indian people generally have a very strong work ethic and are educated but like with everything there is diminishing marginal utility when you decide to import in mass. It's not optimal.
Identity Attack0.27701542
Insult0.076819435
Profanity0.025360947
Threat0.00746953
Severe Toxicity0.005760193
Low Tox 0.22043827 Constructive 0.608
Jan 27, 2026 Inside Canada's Indian Invasion...
I get a lot of mail for my job. Over the past year, all of the delivery guys in my area (Nova Scotia) have slowly been swapped for Indian men. I try to interact with …
I get a lot of mail for my job. Over the past year, all of the delivery guys in my area (Nova Scotia) have slowly been swapped for Indian men. I try to interact with them on friendly terms as I did with all of the folks that used to deliver my packages. They generally completely disregard me, don't look at me, don't smile, act completely aloof and cold, throw the package on my deck, sit in their truck on their phone for 10-15 minutes, and then rip out (generally driving over my grass) and speed down the road texting all the while. It is a drastic, drastic change we are being forced to swallow. I'm sure CBC would call me alt-right just for daring to ponder that fact, but it is the reality of the situation. Gas on the flames of a housing/ inflation crisis. It is absolute unchecked insanity.
Identity Attack0.18313584
Insult0.082866095
Profanity0.12727508
Threat0.03373172
Severe Toxicity0.011367798
Low Tox 0.2043827 Constructive 0.687
Nov 16, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
And too many Indian's in Canada also caused salaries in IT to go down the toilet. In the late 90's as an AS/400 computer operator I was making $23/hr. and when I left IT in …
And too many Indian's in Canada also caused salaries in IT to go down the toilet. In the late 90's as an AS/400 computer operator I was making $23/hr. and when I left IT in 2018 I was making $15 hr. You can't tell me these big companies like HP don't love Indian workers who will work for peanuts; sure they do. And the pay rate in general IT work went down and down.
Identity Attack0.22458547
Insult0.07301756
Profanity0.020851927
Threat0.006686311
Severe Toxicity0.004425049
Low Tox 0.20056234 Constructive 0.602
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I am an Indian immigrant living on GTA. If I was forced to live in Brampton, I would rather go back to India than live in Brampton. The problem with Brampton is a subset of …
I am an Indian immigrant living on GTA. If I was forced to live in Brampton, I would rather go back to India than live in Brampton. The problem with Brampton is a subset of Indians that are easily recognizable and do not assimilate. Most of these specific subset come here as students and through family sponsorship ( not regular immigration stream). The students get false documents for their language and educational credentials. The politicians are also to blame for pondering for their votes. If there is one ethnic group that has the capacity to destroy Canada further in the future to a point of no return, it is this subset. Unfortunately most Canadians do not know this, and Indians as a general group are seen as the problem. Next time just ask them where in India these people are from, and soon you will know for yourself.
Identity Attack0.2308735
Insult0.071433455
Profanity0.02795705
Threat0.00948907
Severe Toxicity0.0062179565
Low Tox 0.20009702 Constructive 0.695 Personal_Narrative
Oct 26, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I understand the culture clash; I lived in Abbotsford, BC, moving there in 2005 and staying for nearly 10 years, and the Sikh/Indian population was very prevalent there. They had a reputation of not "joining …
I understand the culture clash; I lived in Abbotsford, BC, moving there in 2005 and staying for nearly 10 years, and the Sikh/Indian population was very prevalent there. They had a reputation of not "joining in" until the third generation and a bad habit of only dealing with other Indians, not even bothering to try and learn English, and being a bit of a nuisance in the SevenOaks Mall. I have memories of them complaining when the employees didn't know any Punjabi, trying to haggle prices in the stores (sometimes aggressively), and harassing female staff. By the third generation they generally had adopted fully into Canadian culture and, oddly enough, the most violent clashes were between first generation and third generation Indians because the first generation was "behaving badly".
Identity Attack0.2127345
Insult0.083359696
Profanity0.04592061
Threat0.010783645
Severe Toxicity0.006866455
Low Tox 0.1991664 Constructive 0.846
Sep 19, 2025 123 likes Inside Canada's Indian Metropolis (Brampton)
As an Indian individual born in Canada, I don’t think it is right to generalize all Indians for creating such a huge problem in Brampton. From this video, you can obviously see the differences between …
As an Indian individual born in Canada, I don’t think it is right to generalize all Indians for creating such a huge problem in Brampton. From this video, you can obviously see the differences between the Indians that want to be here and want to make a life here and the ones that are running time on their tourist visas. But do not blame the entire Indian population, its inaccurate.
Identity Attack0.27340925
Insult0.056719027
Profanity0.018255826
Threat0.0072106146
Severe Toxicity0.0037193298
Low Tox 0.19893374 Constructive 0.759 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
My only gripe is that they litter and don't clean up after themselves. Indians are generally good people though.
My only gripe is that they litter and don't clean up after themselves. Indians are generally good people though.
Identity Attack0.20088354
Insult0.06984934
Profanity0.046171114
Threat0.009281937
Severe Toxicity0.0059509277
Low Tox 0.19789438 Constructive 0.611 Identity_Assertion
Jan 27, 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.