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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: "So what is this really …" 567 comments · Page 9 of 23
O…M…G…! I did not realize, until I read these comments, how many nincompoops we also have in Canada! 1) we are ALL IMMIGRANTS with the First Nations being here first.* * since "time immemorial," a …
O…M…G…! I did not realize, until I read these comments, how many nincompoops we also have in Canada! 1) we are ALL IMMIGRANTS with the First Nations being here first.* * since "time immemorial," a concept referring to First Nations presence on the land long before recorded history. Archeological and genetic evidence suggests migration from northeastern Asia, likely via the Bering Strait, with research pointing to human arrival 30,000 years ago or even earlier. 2) we have welcomed immigrants to settle our lands since more inhabitants equals more revenues for infrastructure. Yes, restructuring of the process is a good idea. 3) Poilievre is a thin skinned man of the pointy finger and blame game with little to offer in actual plans or programs. He plays to people’s gripes, whining, and general b*tch*ness. He IS very similar to the blow-hart down south although more literate. 4) There is no possible way he, especially being of like behaviour, could deal with The Felon. He is NOT a negotiator. He is not calm; he’s bombastic. He’s waaaaaaaay to the right, and will trample equal rights for women, and other valued communities. He has no interest in listening to other positions, views, or suggestions. His way or the highway. Again like the Fascist down south. 4) Our provincial leaders (except a few traitors to Canada’s sovereignty) are behind the extremely difficult work Carney is doing for our country. 67% of Canadians are cheering him on, including the Conservative playground scrapper, Doug Ford, plus Stephen Harper. So, put your bile on hold and support the positive. We’re in a really difficult, daily changing, coming at us from all sides, battle with the POS south of us. Carney is giving it his all. Can’t imagine he gets much sleep. How ‘bout break with the party-love, and have some respect for someone working so hard. Fighting for YOU! ❤️🇨🇦❤️
Identity Attack0.18903255
Insult0.3388922
Profanity0.10425757
Threat0.00746953
Severe Toxicity0.014253352
Moderate 0.33338684 Constructive 0.737
Aug 26, 2025 Why Canadians Are Turning Against …
I'd really appreciate it if the Indians in Ontario would actually leave for the US. Sadly, it seems they are staying here
I'd really appreciate it if the Indians in Ontario would actually leave for the US. Sadly, it seems they are staying here
Identity Attack0.40713623
Insult0.15414265
Profanity0.042413518
Threat0.009929225
Severe Toxicity0.015092585
Moderate 0.33255672 Constructive 0.526 Fear_Threat
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
How about we remove one of those "0" on those numbers relating to imigration!!! Middle class tax cut for those making, $57,000 a year or less, middle class really, that's barely above the poverty line …
How about we remove one of those "0" on those numbers relating to imigration!!! Middle class tax cut for those making, $57,000 a year or less, middle class really, that's barely above the poverty line in most parts of Canada for a family! No wonder Canada's in trouble, the Liberals have no friggin idea what anything cost anymore what a sad state of affairs!!!!
Identity Attack0.10221587
Insult0.26957804
Profanity0.26603898
Threat0.010395273
Severe Toxicity0.01159668
Moderate 0.3308965 Moderate Con 0.457 Policy_Critique
Jan 3, 2026 New rules, regulations take effect …
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)
When a INDIAN says ther is too MAnY INDIAN IN CANADA that means it really is to much indian in CANADADA😅☠️
When a INDIAN says ther is too MAnY INDIAN IN CANADA that means it really is to much indian in CANADADA😅☠️
Identity Attack0.38230872
Insult0.14331897
Profanity0.047674157
Threat0.007547205
Severe Toxicity0.014382465
Moderate 0.32919475 Low Con 0.252 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This man on his bicycle making blatent comments on intelligence from Africa 😢 really 😮
This man on his bicycle making blatent comments on intelligence from Africa 😢 really 😮
Identity Attack0.3043136
Insult0.25205973
Profanity0.05168226
Threat0.009747985
Severe Toxicity0.017222947
Moderate 0.32919475 Low Con 0.256 Moral_Argument
Feb 21, 2026 Inside Canada's Indian Invasion...
when u are in rome u, need to act like one, if u go to another country and want to be a citizen be a part of that country or else dont go and destroy …
when u are in rome u, need to act like one, if u go to another country and want to be a citizen be a part of that country or else dont go and destroy their peace by bringing ur baggage and chaos there. really i feel sick how cannada being turned completely into india. indians im not against u but if u go to another country and want to be a part of it dont destroy their own culture and rules for ur own comfort, if not just go to ur hometowns as its not diversification or growth it looks awful how peaceful communities are being turn into something else. india is india dont turn cannada into one
Identity Attack0.29951343
Insult0.27146968
Profanity0.058946952
Threat0.01187109
Severe Toxicity0.012207031
Moderate 0.3286776 Constructive 0.633
Nov 23, 2025 Inside Canada's Indian Metropolis (Brampton)
“As a brown Canadian, I know exactly what racism feels like — I’ve lived it for 40 years. The truth is, some people simply can’t accept brown immigrants, even though we work the hardest and …
“As a brown Canadian, I know exactly what racism feels like — I’ve lived it for 40 years. The truth is, some people simply can’t accept brown immigrants, even though we work the hardest and often for the lowest pay. Yes, one percent may cause trouble, but that exists in every community. What’s really unfair is how brown immigrants are singled out, while no one makes videos when Indian students are dying or struggling. We’re not monkeys — we’re human beings, we’ve worked for decades building this country, often in silence and underpaid. Stop the racism. Canada is stronger when we live together, not when we tear each other down.”
Identity Attack0.3817989
Insult0.21836096
Profanity0.089370176
Threat0.019918699
Severe Toxicity0.014059683
Moderate 0.3286776 Constructive 0.735 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
You're taking in the shyte of India...cuz of this unfortunately the skilled Indians (who really contribute to society and engage to integrate with Canadian culture) are getting kicked out
You're taking in the shyte of India...cuz of this unfortunately the skilled Indians (who really contribute to society and engage to integrate with Canadian culture) are getting kicked out
Identity Attack0.37222284
Insult0.22303216
Profanity0.22542313
Threat0.03718498
Severe Toxicity0.016771052
Moderate 0.32764325 Moderate Con 0.436 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I don't understand what makes them think they can come to a White country, on Christian land, seriously. Their food? Why would you eat that witchcraft food anyway. Unless it's coming from a Christian, one …
I don't understand what makes them think they can come to a White country, on Christian land, seriously. Their food? Why would you eat that witchcraft food anyway. Unless it's coming from a Christian, one that actually follows Jesus Christ you shouldn't be eating it. American Indians confirm Vikings were there the same time they were, but the fact is, Vikings travelled everywhere they just didn't settle everywhere and they actually came long before the American Indians saw them, as in Vikings were actually in America first. What is it with brown people, seriously. You know why they have low iq? It really and seriously is about who you worship, you worship Jesus Christ he naturally has you eat certain foods that you are missing the vitamins and minerals which if you don't have enough of will lower your iq level. Seriously, satan doesn't care about making you smart clearly he wants every nigger raping and pillaging because it's not about making you well, it's about making you sick and everyone around you. Indians are known to be disgusting and unhygenic, they are majority a muslim and hindu nation, they will shit on their beaches it is part of their culture, utterly almost all disgusting people.
Identity Attack0.37432748
Insult0.16780703
Profanity0.16636424
Threat0.013269233
Severe Toxicity0.017287504
Moderate 0.32764325 Moderate Con 0.455 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Why treat foreigners with hospitality, when the foreigners don't appreciate anything they are given. If we did any of that disrespect in foreigners country. Really? Think about it. Why are so many allowing this?? Why …
Why treat foreigners with hospitality, when the foreigners don't appreciate anything they are given. If we did any of that disrespect in foreigners country. Really? Think about it. Why are so many allowing this?? Why tolerate it in our home country. These foreigners don't care. The elites don't care. The so call government dont care... why would any woman want to bring babies into this world to have them suffer just like every human generations pass. Yes... so true. Immigrants house all into groups no privacy. All work for little to nothing, shame on all ceos. Going against their own country men.
Identity Attack0.37292135
Insult0.21836096
Profanity0.07223598
Threat0.012751401
Severe Toxicity0.014511578
Moderate 0.32712606 Constructive 0.545
Sep 10, 2025 Why Canadians Are Turning Against …
Let's cut the BS and say what's really happening. A massive amount of scammers from India were making bogus refugee claims, and they're getting rejected. Mark Carney should be sending a massive bill to the …
Let's cut the BS and say what's really happening. A massive amount of scammers from India were making bogus refugee claims, and they're getting rejected. Mark Carney should be sending a massive bill to the Indian government for being forced to deal with all these fraudulent claims.
Identity Attack0.2854555
Insult0.26957804
Profanity0.14930901
Threat0.013476364
Severe Toxicity0.012207031
Moderate 0.32712606 Moderate Con 0.455
Dec 24, 2025 Deportations From Canada at Their …
People can say what they want.. but 99% canadians that aren’t activist.. know this is becoming a problem.. and its most unfair to indian canadians and indians that want to make canada their home and …
People can say what they want.. but 99% canadians that aren’t activist.. know this is becoming a problem.. and its most unfair to indian canadians and indians that want to make canada their home and become canadian.. It’s why there is 1000% a massive divide in the mentality.. you can tell indian canadians from those using canada .. and tis really fustrating and its becoming a problem because they are making life for those Canadians to separate themeslves from the leeches and those messing up the area.. You could say the same issues are in the asian diaspora.. but not as much.. so you have to really ask.. why is this being allowed..
Identity Attack0.31307843
Insult0.2817503
Profanity0.072882555
Threat0.008466354
Severe Toxicity0.01159668
Moderate 0.3260917 Constructive 0.616 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
im an indian residing in canada and the problem at hand by immigrants from my country is they push their culture into a country thats not home like its so annoying that people cant respect …
im an indian residing in canada and the problem at hand by immigrants from my country is they push their culture into a country thats not home like its so annoying that people cant respect places and customs and the other part of the group who dont contribute to that tomfoolery also get blamed for the actions of the inconsiderate few .PEOPLE, RESPECT THEIR COUNTRY AND THEY WILL RESPECT US its really not that hard
Identity Attack0.2846865
Insult0.24928534
Profanity0.07126612
Threat0.007365964
Severe Toxicity0.0126394415
Moderate 0.32236105 Constructive 0.649
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
I have met some really good indians from the plder generation that came here in 90s....but most of the ones that have come here on last 6 years are absolutely the bottom of the barreel. …
I have met some really good indians from the plder generation that came here in 90s....but most of the ones that have come here on last 6 years are absolutely the bottom of the barreel. Even the older indians are hating on the new ones.
Identity Attack0.37655997
Insult0.16897665
Profanity0.1352073
Threat0.013321015
Severe Toxicity0.01483436
Moderate 0.32182294 Constructive 0.566
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
nah bro really came to the city lmaoo the invasion is pretty bad icl
nah bro really came to the city lmaoo the invasion is pretty bad icl
Identity Attack0.105256535
Insult0.08484049
Profanity0.18909787
Threat0.014048163
Severe Toxicity0.018707745
Moderate 0.32128486 Moderate Con 0.306 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Epoch Times has a recent article out saying China has snuck in over 1000 spies into Canada. Somehow I think our globalist PMs from the WEF really don't give a flying monkey about it.
Epoch Times has a recent article out saying China has snuck in over 1000 spies into Canada. Somehow I think our globalist PMs from the WEF really don't give a flying monkey about it.
Identity Attack0.055218685
Insult0.3388922
Profanity0.104876526
Threat0.0082074385
Severe Toxicity0.0063705444
Moderate 0.32074678 Moderate Con 0.361 Unverified_Claim
Feb 24, 2026 1 likes LILLEY UNLEASHED: The fall of …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints a very bad perspective for all the genuinely hardworking citizens and residents of Indian origins, why not show that side of them too? There’s obviously actual students who come to study and provide for the community while also maintaining their own culture? What’s wrong with that? Besides, what is a Canadian culture if not a mix of immigrants from all around the world? Are white people also not just immigrants to this country or did they magically spawn in this place? They’ve committed ATROCITIES (not just in Canada), yet have the audacity to act like they’re the cleanest ones in the land. While I do agree some Indians do not improve the reputation, most are really kind, helpful and honest people. Perhaps treat everyone like humans for a change instead of using the bad ones as a benchmark. PS, cutting to the ugly streets when someone mentions Punjab is probably the cheapest attention grab, obviously there’s bad streets, ugly roads, gross people everywhere but so are beautiful ones, lovely countryside views, beautiful mountains and most of all, very hardworking and respectful people as well. Your view of Punjab is just NOT the same as the one of the people in the video who view their motherland as a beautiful place. You can portray every place in the world in that light with the wrong perspective, be it New York, Paris, Barcelona, Cairo, Sydney, Rio, London, etc, but it must be nice to get a few more looks at the expense of demeaning others.
Identity Attack0.13591312
Insult0.2817503
Profanity0.10178173
Threat0.009747985
Severe Toxicity0.009994507
Moderate 0.32020867 Constructive 0.821
Jan 27, 2026 Inside Canada's Indian Invasion...
"Let's see how many white people work here" . Tyler..you Americans are a land made of immigrants. You guys been mixed from the very beginning, what does it matter to you that others want to …
"Let's see how many white people work here" . Tyler..you Americans are a land made of immigrants. You guys been mixed from the very beginning, what does it matter to you that others want to go to America too? Why does the colour of their skin matter to you? Do you really believe that all your ancestors who came to America from different countries didn’t bring their culture with them? And don’t you think that all these different cultures shaped America into what it is today? I am not American, and I would never leave my country for America. As an outsider, it feels strange to watch Americans portray other people—who want to immigrate to the country just like your own ancestors did—as inferior. In my eyes, you are exactly the same, no one is better than the other. It surprises me that a country like America shows hostility toward others who, just like them, are immigrants. And then you go to a other country with that very same mindset. No matter if Canada or America, remember that your not a native, so why judge people so hard, for trying to do the same thing like you did. You are not a native either.
Identity Attack0.36702603
Insult0.16195811
Profanity0.05243378
Threat0.008919456
Severe Toxicity0.012833111
Moderate 0.31963667 Constructive 0.763 Moral_Argument
Feb 8, 2026 Inside Canada's Indian Invasion...
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them …
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them either make india better or live here there is no need to move out HIndus are already started birthcontrols being aware is just all we need thats it i think whites or native people are right because no one likes sudden changes !! I am also capable of moving out but i will not i think i can do something better here i can make my community better . Indians also have this some kind of invisible competetion between there extended fam. or neighbourhood which is the one of the shittiest reason of indian leaving india they think washing dishes is better then a business or farmer here . I know we have multiple problems but leaving them would not give any solution to them ,we are actually growing it takes time to be like any europian country but im sure we should not have to like them we can be better in our own we are not in a race of living better all we have to do is making our living standards better Rule No 1 Never make more than 2 children Dont do something uncivilied thing in front of them We are really good in cleaning our houses but focus on streets too( ofc this is not for all many of us are actually doing this) Dont give shit about politics too much your control should be in your hands Practice religion very well , Dont cutt off from roots Dont beileve in pathetic rituals Rivers are water sources respecting them means keep them clean as possible thats all Work on esthetics of your streets try to make your house lil similar to all and dont think of job either you can make jobs THATS ALL. In this case like if we say we dont want to tolerate illegal bangladeshis same as they NO nation wants too much people from a particular country it obviously feels like invaded Anyhow To all white people reading this May be you can found us problematic in some way but most indian are really sweet and kind by heart .
Identity Attack0.36702603
Insult0.24493282
Profanity0.092279755
Threat0.010472948
Severe Toxicity0.014447021
Moderate 0.31963667 Constructive 0.707
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
This was done deliberately, the government knew this would happen! Now they have a ready made excuse for allowing everyone to stay. “We’re really backlogged so in order to facilitate new applications we’re going to …
This was done deliberately, the government knew this would happen! Now they have a ready made excuse for allowing everyone to stay. “We’re really backlogged so in order to facilitate new applications we’re going to rubber stamp all the old ones, dam covid really made a mess of things didn’t it” Liberal Government
Identity Attack0.022992345
Insult0.16795322
Profanity0.36230123
Threat0.009178371
Severe Toxicity0.012833111
Moderate 0.3140926 Moderate Con 0.408 Unverified_Claim
Jan 19, 2026 27 likes Why Canada’s immigration system has …
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, …
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, Costa Rica and the issues it causes for the locals who cant afford their rent anymore? Why not investigate what really happened to our food prices when the tariffs were implemented? Or how corporate profits are at all time highs when the middle class is struggling. Or maybe expose the real data behind the ICE arrests and how 70%+ of those being captured/deported have never committed a crime in the US… His videos re-enforce a narrative that is incredibly toxic and dangerous for the United States and world as a whole. Let me set this straight, immigration isn’t inherently a bad thing, people of color aren’t the only ones that do wrong things, do your own independent research and stop watching this guys videos.
Identity Attack0.32184324
Insult0.17486192
Profanity0.035148825
Threat0.009618527
Severe Toxicity0.008964539
Moderate 0.30854854 Constructive 0.681 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I think the government really need to start looking into Indians, Filipinos and even Nigerians with all the fake that they enter in the country with the government really need to take this seriously.. NCLEX …
I think the government really need to start looking into Indians, Filipinos and even Nigerians with all the fake that they enter in the country with the government really need to take this seriously.. NCLEX also need to do better than everyone keeps talking about Indians national.. when we have other nationals scamming the system
Identity Attack0.36702603
Insult0.1798321
Profanity0.12991914
Threat0.02492592
Severe Toxicity0.014059683
Moderate 0.3057765 Constructive 0.572
Oct 12, 2025 IRCC Names India in Study …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 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.