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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: "Even as an Indian, i …" 455 comments · Page 13 of 19
Even the Indians are like “too many Indians”
Even the Indians are like “too many Indians”
Identity Attack0.31892163
Insult0.081508696
Profanity0.06345607
Threat0.009126588
Severe Toxicity0.010147095
Low Tox 0.2763787 Low Con 0.249 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I have nothing against Indians or Punjabis. Every culture has its good and not so good. The biggest issue is the Indian government warned that Canada is taking in many scammers and criminals with false …
I have nothing against Indians or Punjabis. Every culture has its good and not so good. The biggest issue is the Indian government warned that Canada is taking in many scammers and criminals with false documents and Canada not only made them welcome but also let them enter politics, police, government positions many with just PR and not even citizenship holders. How can an India citizen with Canadian Residency work as a customs officer or police with no Canadian citizenship?
Identity Attack0.28622448
Insult0.1640896
Profanity0.02119352
Threat0.0074306927
Severe Toxicity0.0064086914
Low Tox 0.27525392 Constructive 0.726 Policy_Critique
Jan 27, 2026 160 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)
If even Indians themselves are saying it’s too much yk there’s a big issue 😂😂
If even Indians themselves are saying it’s too much yk there’s a big issue 😂😂
Identity Attack0.28034934
Insult0.06858205
Profanity0.0838743
Threat0.010602405
Severe Toxicity0.010604858
Low Tox 0.27412915 Low Con 0.201 Identity_Assertion
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
Why is that all hate against Indians in Canada? Am not Indian origin , but what is wrong for Indian making majority in Brampton. Am black African living in Toronto , who love this country …
Why is that all hate against Indians in Canada? Am not Indian origin , but what is wrong for Indian making majority in Brampton. Am black African living in Toronto , who love this country for giving me the chance to build my life and always I bless Canada and Canadians.saying all this , Do we not have a pocket in a city / town dominated by people whose origin traces all the way from Italy/ Portuguese/ Lebanon / Ukraine etc . So for me , yes you can talk about controlled immigration without dehumanizing Indian migrants. Am a proud Christian , and receiving an immigrants is a blessing, even my lord and king Jesus Christ was refugee in Egypt. The west welcoming immigrants coming from Christian heritage, that is why indeed western countries are very blessed. Am not saying, open border policy is acceptable . Still you talk respectfully about controlled immigration without dehumanizing any group of immigrants.
Identity Attack0.293411
Insult0.08831572
Profanity0.04491858
Threat0.008893564
Severe Toxicity0.008506775
Low Tox 0.27412915 Constructive 0.89
Oct 4, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
I was personally rear ended by a Indian that didn’t even speak English, my Chevy 3500 splits his Altima in half. In British Columbia.😅
I was personally rear ended by a Indian that didn’t even speak English, my Chevy 3500 splits his Altima in half. In British Columbia.😅
Identity Attack0.30103904
Insult0.08582769
Profanity0.08225787
Threat0.03407705
Severe Toxicity0.011444092
Low Tox 0.27412915 Constructive 0.539 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I read the comments first before watching the video, and the negativity was strong. So I watched the video expecting to hear the Indians sounding terrible and entitled, and instead it's obvious they're just like …
I read the comments first before watching the video, and the negativity was strong. So I watched the video expecting to hear the Indians sounding terrible and entitled, and instead it's obvious they're just like every other group of immigrants who ever came before them, including those from Europe. The guy at 9:35 got lots of negative comments, but it's clear that he's the typical inspirational immigrant story, coming here, studying and working hard, and eventually achieving his degree, which brings him a better life in a prosperous country, the exact same thing Europeans came to Ellis Island for 100 years ago. And they also created Irish, Italian, Greek, etc. enclaves withing major cities. Also they say Brampton only had 18,000 people 50 years ago, and are upset that now it has 750,000, and all the growth has been from Indians. So then what's the problem? They didn't even displace anyone, they just moved to an area that was previously a small town on the outskirts of Toronto, and is now a major suburb. That growth of suburbs has happened over the last 50 years in every city in North America, from both domestic and immigrant people choosing to settle there. Did you expect a town that close to Toronto to experience zero growth over 50 years?!! While every other suburban area on the continent grows? If so, then you clearly aren't the brightest bulb.
Identity Attack0.2854555
Insult0.1505596
Profanity0.09389619
Threat0.012181788
Severe Toxicity0.012054443
Low Tox 0.27412915 Constructive 0.817
Oct 5, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Every GD fast food joint and Walmart and Tim Hortons are over populated with Indians. No room for any one else to even get a starter job. Thank you Boomers for voting Liberal!
Every GD fast food joint and Walmart and Tim Hortons are over populated with Indians. No room for any one else to even get a starter job. Thank you Boomers for voting Liberal!
Identity Attack0.28034934
Insult0.107333586
Profanity0.021398475
Threat0.008298059
Severe Toxicity0.008659363
Low Tox 0.27047762 Moderate Con 0.435 Economic_Argument
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
Im not indian but guys there is no real Canadians around even people call themselves Canadians they came from uerope
Im not indian but guys there is no real Canadians around even people call themselves Canadians they came from uerope
Identity Attack0.293411
Insult0.07967083
Profanity0.047674157
Threat0.0084793
Severe Toxicity0.009231567
Low Tox 0.27047762 Moderate Con 0.309 Identity_Assertion
Feb 25, 2026 Inside Canada's Indian Invasion...
As a Indian I don't even liked this. Each place, city, country has it's own tradition, own people, and stuff and if any religion or group of people are taking over it then that's not …
As a Indian I don't even liked this. Each place, city, country has it's own tradition, own people, and stuff and if any religion or group of people are taking over it then that's not a good thing. What applies for Muslim people should apply for all. PS: I'm Hindu!
Identity Attack0.29188538
Insult0.06319981
Profanity0.06596114
Threat0.010964886
Severe Toxicity0.009460449
Low Tox 0.26859093 Constructive 0.749 Identity_Assertion
Nov 2, 2025 Inside Canada's Indian Metropolis (Brampton)
AS AN INDIAN THANKS FOR MAKING THIS VIDEO . I AS A INDAIN REQUEST you my brother Canadian's to stop the illegal smuggling thing. India is not actually filled with these kind of people. there …
AS AN INDIAN THANKS FOR MAKING THIS VIDEO . I AS A INDAIN REQUEST you my brother Canadian's to stop the illegal smuggling thing. India is not actually filled with these kind of people. there are poor and rich here both suffer with this country. but the rich understand and are are very well educated to understand the locals and support their country. but idk what's wrong with Canada that they leave the north Indian's ( basically 90% people of this part of region are not very friendly and are very badly educated about things only the top 10% of this region really understand things and even they suffer with this and the allegations some of them for just being the same religion ) and because of them the other people of India who were going to America/Canada for better meant of the country they go to , get with this and get rejected. its just my opinion and the things I have seen going around me.
Identity Attack0.2781757
Insult0.08831572
Profanity0.077731855
Threat0.012440704
Severe Toxicity0.014188796
Low Tox 0.2667042 Constructive 0.774 Personal_Narrative
Feb 18, 2026 Inside Canada's Indian Invasion...
Scam Central. Even the Indians know it. Interesting that a city worker censored herself.
Scam Central. Even the Indians know it. Interesting that a city worker censored herself.
Identity Attack0.21668483
Insult0.16868424
Profanity0.03189224
Threat0.008362788
Severe Toxicity0.0051498413
Low Tox 0.26293078 Low Con 0.147 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage …
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage people. If this scenario is reversed Indians would be complaining like canadians do. So the problem is not one way, just becos reducing immigrants does not solve the issue. people have to see things past nationality or physical identity into the statistics. even though canada has professionals of their own there are people who work with dedication and who work without interest, or recent generation being attracted to digital life instead of understanding that college degrees in mainstream subjects are what earns them job and also they have to show dedication and hardwork along with smart work, comply by the work place rules and so on... this goes to all invariable of who they are. all these started changing and now people instead of trying to correct these small changes that lead to these large issues of cost of living and low wages, have now started to pit against live people and their race, nationality or culture. There are good and bad people eveyrwhere, people cant justify the actions of drug addicts roaming the streets and that has increased a lot now, people acting violently against others just becos they dont have what the other has, and so on. but instead of addressing the high amount of actions that are happening around our own country, it has become easy to put blame on each other. I am not justfying the actions of these bad indians who has done these stuff. but we have to see the other side of it before making this a International Issue. Yes, few Indians are bad but not the entire community. Canada has its own needs that needs a lot of hands and support. So, only if we change our perspective beyond the emotional BS we exhibit, we can address the real issue with real solutions. BTW becoz of these things private companies are the one profitting not the Govt.
Identity Attack0.2839175
Insult0.15982662
Profanity0.023584666
Threat0.0084793
Severe Toxicity0.0075531006
Low Tox 0.26293078 Constructive 0.768
Aug 25, 2025 Why Canadians Are Turning Against …
I honestly feel bad for Canadians. What the Indians are doing to Canada is basically what the British did to India decades, maybe even centuries ago. I hope you guys get through this. I know …
I honestly feel bad for Canadians. What the Indians are doing to Canada is basically what the British did to India decades, maybe even centuries ago. I hope you guys get through this. I know you didn't ask for it.
Identity Attack0.316
Insult0.07523532
Profanity0.023994578
Threat0.010628296
Severe Toxicity0.0075912476
Low Tox 0.26293078 Constructive 0.598 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is still normal, look at Malaysia, it's full of Indians and Bangladeshis, they even marry locals and give birth to Southeast Asians with South Asian faces.
Canada is still normal, look at Malaysia, it's full of Indians and Bangladeshis, they even marry locals and give birth to Southeast Asians with South Asian faces.
Identity Attack0.33352965
Insult0.08831572
Profanity0.022969801
Threat0.008427517
Severe Toxicity0.009346008
Low Tox 0.26293078 Moderate Con 0.38 Comparative_Framing
Feb 11, 2026 1 likes Inside Canada's Indian Invasion...
Thank-you so much for this video. I am a 54 year old, white Canadian woman. I have lived in Ontario my entire life, but I don't recognize it anymore, and, if I had the money, …
Thank-you so much for this video. I am a 54 year old, white Canadian woman. I have lived in Ontario my entire life, but I don't recognize it anymore, and, if I had the money, I would leave. We are being taken over by immigrants, and we aren't allowed to say anything about it, or we are called racists. It's so unfair! How is it OK, that we are forced to remain silent as we watch our country be taken over? Our housing, our jobs, our culture; it's all being handed over to immigrants, mainly from East India and Arab countries. Even my kid's school population has become 95% East Indians and Arabs. The remaining 5% are a mix of whites, blacks, and a couple of kids from the Philippines. There is no diversity. It's just so unfair!
Identity Attack0.28034934
Insult0.12159709
Profanity0.036401358
Threat0.00951496
Severe Toxicity0.008888245
Low Tox 0.26293078 Constructive 0.754
Aug 28, 2025 7 likes Why Canadians Are Turning Against …
Not Canada per se, but baised on my coworkers even the Indians have Indian fatigue now. Especially with the older skilled Indians workers who have aasemulated into the country and came here the honest way. …
Not Canada per se, but baised on my coworkers even the Indians have Indian fatigue now. Especially with the older skilled Indians workers who have aasemulated into the country and came here the honest way. They're always complaining how it's now so easy to get into the country, with relaxed polices and poor vetting and how these newer influxes do not like to assemulate into their new country, and bring their bad practices over here. And annoyed why are importing non skilled workers when locals are struggling for jobs, describing why we do not need more Uber drivers and mc donalds workers. They're were telling me there's recently been a large influx buying their degrees for like $10k and getting here on skilled visas without thorough checks. because of relaxed policies as a result of our majority of young skilled citizens here leaving the country in record numbers since COVID.
Identity Attack0.28034934
Insult0.16751462
Profanity0.052183274
Threat0.009981008
Severe Toxicity0.009651184
Low Tox 0.26293078 Constructive 0.772
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada will never face any problem from Hindus because Indian Hindus who always live within the country will never betray the country. Those people do not take even a single penny of wrong help from …
Canada will never face any problem from Hindus because Indian Hindus who always live within the country will never betray the country. Those people do not take even a single penny of wrong help from the Canadian government.
Identity Attack0.32768643
Insult0.08558089
Profanity0.019895468
Threat0.007081157
Severe Toxicity0.006980896
Low Tox 0.26293078 Moderate Con 0.435
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada has really changed in the last two years. Even the walmart I go to used to be full of caucasian employees. Now it's all indian people who keep telling me to sign up for …
Canada has really changed in the last two years. Even the walmart I go to used to be full of caucasian employees. Now it's all indian people who keep telling me to sign up for a mastercard.
Identity Attack0.36803186
Insult0.081261896
Profanity0.024131214
Threat0.0071588317
Severe Toxicity0.007209778
Low Tox 0.26293078 Constructive 0.52
Aug 26, 2025 Why Canadians Are Turning Against …
Sikhs are good people and fierce warriors. I have much respect for Sikhs. They are persecuted in India. The Indian govt even assasinated some like a CIA operation in Canada.
Sikhs are good people and fierce warriors. I have much respect for Sikhs. They are persecuted in India. The Indian govt even assasinated some like a CIA operation in Canada.
Identity Attack0.2869935
Insult0.082372494
Profanity0.03239325
Threat0.13262562
Severe Toxicity0.011749268
Low Tox 0.25727063 Constructive 0.681 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Even the Indians resent Indian migration because they left India to get away from Indians. Mass immigration doesn't work for anybody. Eventually it even destroys the businesses so desperate for cheap labor because their revenue …
Even the Indians resent Indian migration because they left India to get away from Indians. Mass immigration doesn't work for anybody. Eventually it even destroys the businesses so desperate for cheap labor because their revenue stream inevitably collapses. Rising waters raises ships, rising sewage just poisons the sea.
Identity Attack0.2816105
Insult0.08558089
Profanity0.024404489
Threat0.010214032
Severe Toxicity0.007286072
Low Tox 0.25727063 Constructive 0.542 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Even small towns in northern Canada are full of Indians. They’re everywhere. They own 95% of the gas stations and fast food places in Ontario.
Even small towns in northern Canada are full of Indians. They’re everywhere. They own 95% of the gas stations and fast food places in Ontario.
Identity Attack0.33060804
Insult0.071116626
Profanity0.022969801
Threat0.007249452
Severe Toxicity0.007095337
Low Tox 0.25462922 Moderate Con 0.318 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in Japan and if I saw a group of Canadians arrive expecting Japan to change for them, I would have been severely pissed off with them. Every other country and normal immigrant that came as an individual or individual family probably thinks the same way I do. No one in any country likes to see "Mass Immigration" and even Japan these days are looking at an influx of half a million Indians and who knows how many more Africans. This will change Japan and they'll turn a good culture into their shitty culture and I'm not happy with that. I liked being one of few. Yes I had American, Canadian, Australian, Kiwi and British friends as well as Japanese friends. But we were all individuals that adopted the way of living in Japan into our everyday lives. If I go back, I don't want to be in india. It'd be like living in Brampton. What pisses me most is the attitude of that muslim guy. Yes you are out breeding us but not all majorities rule. In Malaysia, Malays rule despite being the smaller population. They have more Chinese and Indians there but they have to live under the rule of the native Malays. So you will have to do the same in Canada despite if your population is larger. You adapt to this country. The country doesn't convert to accomodate you. Individuals are key. Groups are the bane of all countries.
Identity Attack0.1769227
Insult0.16766082
Profanity0.16403814
Threat0.009048914
Severe Toxicity0.010528564
Low Tox 0.25462922 Constructive 0.767 Personal_Narrative
Sep 27, 2025 1 likes Why Canadians Are Turning Against …
I'll tell you a little secret - Indians in the rest of India also despise the Brampton set, who are mostly from random villages in Punjab. Not least because most of the remaining Khalistan sympathisers …
I'll tell you a little secret - Indians in the rest of India also despise the Brampton set, who are mostly from random villages in Punjab. Not least because most of the remaining Khalistan sympathisers (a terrorist group who wanted Punjab to become a separate homeland for Sikhs) are based here. The Khalistanis committed numerous terrorist attacks and atrocities throughout the 70s and 80s, before finally being put down for good in Operation Blue Star in 1984. Their remnants have wound up in Canada, still pushing for a terrorist ideology and independence movement in a country they've not lived in for years. Even the leader of the NDP is a Khalistan sympathiser. Diplomatic relations between India and Canada have been frosty recently for this reason.
Identity Attack0.2803029
Insult0.12702756
Profanity0.023584666
Threat0.02440793
Severe Toxicity0.008010864
Low Tox 0.25462922 Constructive 0.679 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they …
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they won't fit in the workplace culture. They've been taking the excessive handouts from the Canadian government and are slowly buying up tons of real estate. Its everywhere in canada. Brampton is just ground zero. What's it like? We just got a new Walmart down the street. They took a staff picture and it was 80% indian people. Hardly any locals got jobs there instead its mostly "new citizens" who have lived here less than a year or two. Every day there's more of them. And because of our liberal government and tax breaks and all sorts of racist allowances these people have got, they all have money and houses and new cars when they were dirt poor in India like 3 years ago. They get interest free loans from banks, they get daily per diems and housing as soon as they get here. Keep in mind tent cities are growing rapidly in Canada. And our government is spending HUGE amounts of our tax dollars to subsidize this takeover. And try living here and renting. Due to this influx, a bungalow that was 1500 a month 10 years ago, is now 4500 a month and youre renting off an Indian person. Word to the wise tho, dont even bring up the tow truck businesses. They'll shoot you And last but not least our retarded government just passed a birthright citizen law for them. So now if you come here from India even if only for a couple years, ALL subsequent offspring of yours can immediately get citizenship here no question asked. We are so fucked
Identity Attack0.28034934
Insult0.14150882
Profanity0.036651865
Threat0.008466354
Severe Toxicity0.00869751
Low Tox 0.25462922 Constructive 0.732 Fear_Threat
Jan 28, 2026 1 likes 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.