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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 don’t see Indians doing …" 305 comments · Page 8 of 13
As a canadian I really feel this, thanks these indians and our government getting a job is a nightmare especially if you live in the city and most of the country is far-left so it …
As a canadian I really feel this, thanks these indians and our government getting a job is a nightmare especially if you live in the city and most of the country is far-left so it isn't changing anytime soon. It's just sad to see, I'm not racist I just want my own country and my own job but I guess that's asking too much :/
Identity Attack0.29951343
Insult0.1378885
Profanity0.028503597
Threat0.007314181
Severe Toxicity0.00793457
Low Tox 0.28087774 Constructive 0.679 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
As an Indian its sad to see people culture have been taken over by Indians. As an Indian even if you go in any country don't try to live among the native people, try to …
As an Indian its sad to see people culture have been taken over by Indians. As an Indian even if you go in any country don't try to live among the native people, try to live in places where you don't overtake another group of people by population. Its not our country to just spread our influence at the cost of others.
Identity Attack0.36702603
Insult0.08410009
Profanity0.028093686
Threat0.008336896
Severe Toxicity0.009231567
Low Tox 0.27975297 Constructive 0.661 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Canada don't see them as indians they see them as Sikhs. I mever see any one pose as a indian can cause trouble.
Canada don't see them as indians they see them as Sikhs. I mever see any one pose as a indian can cause trouble.
Identity Attack0.3802808
Insult0.08508729
Profanity0.027410502
Threat0.008220384
Severe Toxicity0.007858276
Low Tox 0.27975297 Constructive 0.618 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
go to edison nj to see a indian invvaion
go to edison nj to see a indian invvaion
Identity Attack0.293411
Insult0.07301756
Profanity0.08322773
Threat0.06787856
Severe Toxicity0.015931819
Low Tox 0.27975297 Low Con 0.255 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
This is a great mini doc that takes time to hear out all sides. It's interesting how white immigrants see themselves on a higher tier, the Polish guy was saying Indian immigrants all get hotels- …
This is a great mini doc that takes time to hear out all sides. It's interesting how white immigrants see themselves on a higher tier, the Polish guy was saying Indian immigrants all get hotels- totally untrue! If you compare how the anti-immigrant ppl are speaking vs the immigrants you can see which side the hatred is coming from. I like when the Sikh temple leader tells him we see eachother as the same, we are all human- this strongly counters the thoughts ppl have on Indians clinging to their own. Ofc not all think like him
Identity Attack0.31307843
Insult0.113185234
Profanity0.08128801
Threat0.013269233
Severe Toxicity0.010375977
Low Tox 0.27525392 Constructive 0.831
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Adding to my previous comment, I see Indian / Pakistani workers in all the supermarkets, speaking Hindi Urdu amongst themselves, we order home delivery and they get our orders wrong...mate, I like a multicoloured society, …
Adding to my previous comment, I see Indian / Pakistani workers in all the supermarkets, speaking Hindi Urdu amongst themselves, we order home delivery and they get our orders wrong...mate, I like a multicoloured society, not a BTEC version of India FFS.
Identity Attack0.31015682
Insult0.09270445
Profanity0.06796519
Threat0.011146127
Severe Toxicity0.012435913
Low Tox 0.27412915 Constructive 0.724 Identity_Assertion
Feb 24, 2026 Inside Canada's Indian Metropolis (Brampton)
I feel like this video was presented fairly. We heard the criticisms and we got to see the Indian perspective too. There's many kind people over there, however Canadas Immigration over the last several years …
I feel like this video was presented fairly. We heard the criticisms and we got to see the Indian perspective too. There's many kind people over there, however Canadas Immigration over the last several years is a disaster. They're bringing in a lot of people who are detrimental to our country. In many ways.
Identity Attack0.28034934
Insult0.15911613
Profanity0.020578653
Threat0.008440462
Severe Toxicity0.006790161
Low Tox 0.27412915 Constructive 0.759
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
Good journalism, both sides being presented here, the reasons why it happened, the stereotypes. While I don't really have a strong opinion about Brampton being mostly Indians, I do have an opinion that Canadians should …
Good journalism, both sides being presented here, the reasons why it happened, the stereotypes. While I don't really have a strong opinion about Brampton being mostly Indians, I do have an opinion that Canadians should condemn other areas as well that are majority of immigrants. Vaughn area is filled with Chinese people no one makes a fuss about it. They ain't speaking english, they aint serving American junk food everywhere, yet Indians are a problem. The community has vices, but justifying xenophobia with that is awful. European descendant people came here and took over native Canadians. Can't think how it must've felt for them. That was unarguably way worse than the current immigration system. My point being its a problem against a specific community is not really being uncomfortable for the sake of the country but purely out of spite and racism. I can see the concerns but not when they stereotype every Indian.
Identity Attack0.28622448
Insult0.16868424
Profanity0.054938845
Threat0.007870848
Severe Toxicity0.007896423
Low Tox 0.26859093 Constructive 0.862
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those …
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those are basic truths.. But the Government must turn the taps down on immigration right away, it is totally out of control.. Things are at the point where no one Zero more immigrants from India and Pakistan should be allowed to enter the country, for at least the next few years , until the government can get a true handle on things.. I really don't think the government officials have any idea of the pace at which Canada is rapidly changing.. It is mind boggling the rapid changes and that's from every single nook and cranny of this once beautiful country you will see new immigrants.. There are places i went to as a child with my folks, where you would never have seen nothing but white people, maybe a few native people, a couple of black and oriental folks and that was it.. Now there are car loads of east Indians running around some actually living in those communities.. I am not a racist person, but that's my own observation on the ground.. I think every single Canadian in this country would have the exact reaction..
Identity Attack0.2964622
Insult0.086852804
Profanity0.07643871
Threat0.019746035
Severe Toxicity0.012833111
Low Tox 0.2667042 Constructive 0.822
Aug 25, 2025 Why Canadians Are Turning Against …
Dude's just spreading hate. Indian community might lack some manners, but are the most reliable group of people who are welcoming to many. You dont see them doing drugs on streets, you dont see them …
Dude's just spreading hate. Indian community might lack some manners, but are the most reliable group of people who are welcoming to many. You dont see them doing drugs on streets, you dont see them murdering for money. They are 99.99% peaceful beings who earn money and get lost before you know it
Identity Attack0.22631748
Insult0.09855611
Profanity0.08096472
Threat0.053654157
Severe Toxicity0.009841919
Low Tox 0.2648175 Constructive 0.618 Solidarity
Jan 28, 2026 1 likes 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 …
You only see few area's in India, definitely you don't see whole India, India is huge and beautiful. and Canada is the land of invandours, real Canadians are red Indians Tribes.
You only see few area's in India, definitely you don't see whole India, India is huge and beautiful. and Canada is the land of invandours, real Canadians are red Indians Tribes.
Identity Attack0.2949366
Insult0.097093195
Profanity0.022628209
Threat0.007262398
Severe Toxicity0.008010864
Low Tox 0.26104406 Constructive 0.542 Comparative_Framing
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
I could see people jealousy towards Indians
I could see people jealousy towards Indians
Identity Attack0.2831485
Insult0.06512285
Profanity0.08096472
Threat0.0104988385
Severe Toxicity0.008354187
Low Tox 0.2553839 Moderate Con 0.391
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
When visiting PEI, I was shocked to see that most shops, restaurants was full of Indian people.
When visiting PEI, I was shocked to see that most shops, restaurants was full of Indian people.
Identity Attack0.34974504
Insult0.0670459
Profanity0.041912504
Threat0.007974415
Severe Toxicity0.0075149536
Low Tox 0.2553839 Constructive 0.534 Personal_Narrative
Feb 15, 2026 Inside Canada's Indian Invasion...
I feel like a foreigner in Toronto for sure, especially my area. The Indian population skyrocketed when Trudeau decided to solve one problem by creating another (I'm being polite here). Good riddance to him, but …
I feel like a foreigner in Toronto for sure, especially my area. The Indian population skyrocketed when Trudeau decided to solve one problem by creating another (I'm being polite here). Good riddance to him, but the problems remains, bringing with it cockroaches and bedbugs (the latter of which was not a problem until their arrival.. just sayin'...). Fortunately for me I can afford to live in a more affluent area, but I see what is happening. Every.. and I mean EVERY service here... is now run by Indians. I'm not a racist.. but I AM a classist (and saying what we are all thinking), and the class that came over in droves the last 10 years are turning this place into the slum they came from.
Identity Attack0.22783615
Insult0.16868424
Profanity0.0741757
Threat0.009851551
Severe Toxicity0.009994507
Low Tox 0.2553839 Constructive 0.762 Fear_Threat
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
send everyone with an indian passport home, then lets revisit the issue to see if it's fixed.
send everyone with an indian passport home, then lets revisit the issue to see if it's fixed.
Identity Attack0.2869935
Insult0.06617179
Profanity0.029596692
Threat0.042662576
Severe Toxicity0.012207031
Low Tox 0.25462922 Moderate Con 0.316 Call_To_Action
Feb 18, 2026 6 likes Canadian immigration officers investigating hundreds …
It's a race to see whether Canada becomes ruled by Indians or the Chinese.
It's a race to see whether Canada becomes ruled by Indians or the Chinese.
Identity Attack0.31892163
Insult0.071116626
Profanity0.025087673
Threat0.008336896
Severe Toxicity0.0066375732
Low Tox 0.25462922 Low Con 0.089 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I came here 40 yrs ago and adapted and never had a hand out by the government and just worked but lately all I see are new immigrants not adapting or trying so I can …
I came here 40 yrs ago and adapted and never had a hand out by the government and just worked but lately all I see are new immigrants not adapting or trying so I can see why all the resentment against immigrants.I unfortunately have to say Indians and Arabic culture doesn’t want to conform to their adopted country so we have to limit these group.
Identity Attack0.35624164
Insult0.075868964
Profanity0.030890211
Threat0.01086132
Severe Toxicity0.008506775
Low Tox 0.25462922 Constructive 0.734 Identity_Assertion
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
It's so tragic to see this video. It's a loss of Canadian culture. This happened in my hometown of London, England. I moved to Sydney, Australia, and since the start of the pandemic, the country …
It's so tragic to see this video. It's a loss of Canadian culture. This happened in my hometown of London, England. I moved to Sydney, Australia, and since the start of the pandemic, the country has been flooded with Indians. I no longer want to live in what feels like Mumbai and am considering moving to Portugal.
Identity Attack0.3043136
Insult0.081508696
Profanity0.020851927
Threat0.00823333
Severe Toxicity0.009155273
Low Tox 0.25462922 Constructive 0.694
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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 love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm an Indian and canada has set itself up for failure 😂😂 and they will see it very soon.
I'm an Indian and canada has set itself up for failure 😂😂 and they will see it very soon.
Identity Attack0.22063516
Insult0.083112895
Profanity0.034146797
Threat0.012699619
Severe Toxicity0.0073242188
Low Tox 0.25462922 Low Con 0.274 Personal_Narrative
Feb 10, 2026 Inside Canada's Indian Invasion...
Canada no longer feels the same as a result of the Indian invasion, even if the “upper class” immigrants are coming here. I now even see Bollywood ads at my local mall. Now local fast …
Canada no longer feels the same as a result of the Indian invasion, even if the “upper class” immigrants are coming here. I now even see Bollywood ads at my local mall. Now local fast food chains are offering “masala” options, for obvious demographic reasons
Identity Attack0.29798782
Insult0.07396803
Profanity0.016821137
Threat0.0072365063
Severe Toxicity0.006752014
Low Tox 0.25462922 Moderate Con 0.464
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and …
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and more and more liberal voters use the racism card on people who point out these issues just to make themselves feel like a good person, more and more major cities in Canada will be filled of them who either entered as an international student, or as an asylum seeker. It is not "multiculturalism" or "diversity" if there is only people from one culture coming to Canada? Where are the people from countries like Italy? Germany? Ukraine? Mexico? It is not racist to point out how in very few homes, most notably in Brampton, around 7 or more people live in one house. It is not racist to point out how these Indians need to learn to write and speak proper English. It is not racist to point out how they need to adapt to our civilized way of life here in Canada. It is not racist to point out the rise in crime done by people of Indian descent. It is not racist to point out how, coincidentally, the quality in Tim Hortons has dropped lately, when in a majority of them have workers of Indian descent, which are usually in major cities. How so? The liberal-imposed foreign worker plan, plus a little bit of corporate greed. It is not racist to point out that Indian "international students" are getting their food from food banks, which are supposed to be for the poor, and how some places of work only hire Indians, because they are run by Indians. Why is this discussion even about Indians? Because they make up HUGE majority of people coming to live in Canada. Matter of fact, this does not apply to Indians coming to Canada, but to whoever goes to live in another country. It does not take much out of you to at least adapt to the way of life in which ever country you go to. The conservative party sees this in a way that the liberals do not. Come back to this comment in another 10-20 years when the liberals are still in power. You'll see the difference.
Identity Attack0.27759558
Insult0.110259406
Profanity0.02303812
Threat0.008065036
Severe Toxicity0.005645752
Low Tox 0.2540519 Constructive 0.705
Sep 23, 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.