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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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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: "This is why Assimilation is …" 445 comments · Page 13 of 18
The contrast between immigrants, many from India, and the rhetoric of those who now feel like a new minority was striking. It should not surprise me that racism appears anywhere humans are, but what stood …
The contrast between immigrants, many from India, and the rhetoric of those who now feel like a new minority was striking. It should not surprise me that racism appears anywhere humans are, but what stood out was how some speakers treated all Indians as a single people, despite hundreds of cultures, and accused them of failing to assimilate to ‘their way.’ Many of those voices were themselves descendants of immigrants who were once pressured to abandon Norwegian or other identities in the name of assimilation. Yet there was little evidence they had actually spent time getting to know their Indian neighbors, their cultures, friendships, or daily realities. Instead, the focus was fear and a narrative of societal collapse, rather than honest engagement that separates real local issues from blanket blame. Of course, any local community can have problems, and some groups can be unwelcoming. But the argument presented implied there is only one way to be Canadian. That echoes xenophobic rhetoric in the US about who counts as ‘American,’ often while ignoring the reality of Indigenous peoples entirely. I do not deny the importance of shared commitments like the rule of law, freedom, and evidence based policy rooted in the Enlightenment and scientific thinking. But culture and learning can coexist with those values. What troubled me most was how poverty and discrimination were replaced with racial generalizations, and how victim language was used to deflect responsibility, something that resembles DARVO. Given the same conditions, these problems could arise in any group, regardless of race.
Identity Attack0.22063516
Insult0.06826523
Profanity0.022969801
Threat0.00899713
Severe Toxicity0.004711151
Low Tox 0.19219314 Constructive 0.817 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Metropolis (Brampton)
What’s up with Canadian immigrants and knowing they need to assimilate to the culture they joined but American immigrants take their whole country with them and refuse to adapt when they come
What’s up with Canadian immigrants and knowing they need to assimilate to the culture they joined but American immigrants take their whole country with them and refuse to adapt when they come
Identity Attack0.2308735
Insult0.05086332
Profanity0.016342908
Threat0.00675104
Severe Toxicity0.0039482117
Low Tox 0.19219314 Low Con 0.273 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m Australia on a work visa in Canada and I’m shocked by how many Indians are here. I’m assimilating to the Canada culture and ways but a lot of them here I’ve noticed don’t and …
I’m Australia on a work visa in Canada and I’m shocked by how many Indians are here. I’m assimilating to the Canada culture and ways but a lot of them here I’ve noticed don’t and won’t.
Identity Attack0.27510223
Insult0.047935467
Profanity0.019348921
Threat0.006912862
Severe Toxicity0.004558563
Low Tox 0.1893425 Constructive 0.613 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Why do you think the Ugandan government told them to kick rocks! What they do is what they do everywhere! They don't assimilate!
Why do you think the Ugandan government told them to kick rocks! What they do is what they do everywhere! They don't assimilate!
Identity Attack0.10221587
Insult0.054962315
Profanity0.026180768
Threat0.033386398
Severe Toxicity0.005722046
Low Tox 0.1883923 Low Con 0.225 Identity_Assertion
Dec 30, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people will gladly intergrade, but Canadian borns won't welcome it. Walk with me- I'll use food for an example. Every other grocery store is middle eastern/asian/african in Brampton and its becomes harder finding more western style food. I love international food, I cook it often but if you're used to burgers and pizza and only know how to make spaghetti it feels like a 'take over' These people want what they want and even though all these places are free for you to also enjoy they don't like it cause it's too 'foreign' to them. It doesn't mean there isnt still a No Frills or a Walmart or Metro, but because the african and halal store are closer and more frequent it seems like more of a convenience to others and not to you. When people say we're multi-cultural, they mean 'yeah he's brown or black but he keeps it to himself' They aren't going to go to that Sikh temple giving free food, and only go to the church at the beginning even though they're welcome to both. It's the same for Diwali and other things, white people dont care to be interested in those things, and just wonder why they get to have it at all. I do agree with that indian lady at the beginning though, with lax immigration you come in feeling like you don't need to do anything to assimilate. They're doing themselves a disservice by only helping themselves. I hate stereotypes being perpetuated onto people but like that Pakistani guy said too, you live in a bubble and you don't pay attention to that. You can go days without speaking english to someone. You can't immigrate somewhere and shut out everyone already there. I get you may not feel welcome by the white people like the ones in the beginning and so you dont mess with them, and its easy not to. But there needs to be openness with helping everyone benefit from multi-culturalism and not just some of us. There are issues with immigrants not wanting to go outside their bubble and for canadians not to want to either, It'll be hard to (with the current issues we're facing as a country) to actually blend together more.
Identity Attack0.25140062
Insult0.061101943
Profanity0.02392626
Threat0.008181547
Severe Toxicity0.0060272217
Low Tox 0.1883923 Constructive 0.849
Oct 4, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
The problem is NOT that Indians are coming to Canada. The problem is when you come to Canada from ANY country you are expected to assimilate, and majority do not.
The problem is NOT that Indians are coming to Canada. The problem is when you come to Canada from ANY country you are expected to assimilate, and majority do not.
Identity Attack0.25309357
Insult0.03885912
Profanity0.017914234
Threat0.006304411
Severe Toxicity0.004196167
Low Tox 0.1883923 Low Con 0.268 Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Two generations ago (50-60 years ago) the Indians who came to Canada, with no family in Canada had excellent qualifications. They had to come with jobs waiting for them in universities, engineering firms, architectural firms …
Two generations ago (50-60 years ago) the Indians who came to Canada, with no family in Canada had excellent qualifications. They had to come with jobs waiting for them in universities, engineering firms, architectural firms and hospitals. The students were Masters or Ph.D. with full scholarship. They went on to build the country but they were minorities fighting the occasional racism on the street (as the woman in the green t- shirt says). Today, as a result of Trudeau's naïveté about the level of corruption in India, there's a huge influx of relatively unqualified Indians arriving and not being able to assimilate into Canadian society because they do not have good job qualifications. They end up living in ghettos and turn to crime. We must fix that by being much more selective of Indian immigrants. As someone of the Indian diaspora, I'd also like to say that there are those Indo Canadians ("brown folks") who want nothing to do with the Brampton or Surrey ghettos. Many of us are completely secular, having no religion and share nothing with these people fighting around temples and yelling at each other in Punjabi or Hindi. We speak English and French and vote in the elections.
Identity Attack0.10221587
Insult0.089778624
Profanity0.017572641
Threat0.007197669
Severe Toxicity0.004119873
Low Tox 0.1883923 Constructive 0.806
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
2:33 the assimilation question...what would be different if they assimilate? everything will still be Indian...the difference is not just the fact that they are not working...they have totally different values and culture and mentality...so the …
2:33 the assimilation question...what would be different if they assimilate? everything will still be Indian...the difference is not just the fact that they are not working...they have totally different values and culture and mentality...so the question is why they come from their countries and turn the other countries into their country again? maybe one of the reasons native Canadians are homeless and poor is because they feel that they do not have their culture anymore...they literally had the rug pulled from under them...it is depressing and distressful...they have been discarded and left totally unprotected
Identity Attack0.19100772
Insult0.06564732
Profanity0.02344803
Threat0.0072235605
Severe Toxicity0.0049972534
Low Tox 0.18744208 Constructive 0.612 Identity_Assertion
Jan 30, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
So I reside in Ontario, I live in a city they call the armpit of Ontario. And everytime I come to this restaurant (I dont want to say what restaurant but if u ask id …
So I reside in Ontario, I live in a city they call the armpit of Ontario. And everytime I come to this restaurant (I dont want to say what restaurant but if u ask id tell you) - I would see a lot of them coming in by groups and they wear clothes like they still live back to whatever country they are from and would sit on their chairs cross legged as other people eat their food. Every hour theres dozens of them coming and I came to think are these people even legally here. It is just crazy to me as a legal immigrant where me and my family waited for 8 years for the application process, spent hundreds of thousands of money meanwhile I see people that arent from here and not even try to assimilate to Canadian culture. It is just infuriating.
Identity Attack0.055673428
Insult0.09124154
Profanity0.05168226
Threat0.00866054
Severe Toxicity0.004634857
Low Tox 0.18269104 Constructive 0.652
Oct 1, 2025 IRCC Names India in Study …
"You can take a man out of the village, but you cannot get the village out of a man". Immigration, in particular of India, as alluded in this video, is not a/the problem per se. …
"You can take a man out of the village, but you cannot get the village out of a man". Immigration, in particular of India, as alluded in this video, is not a/the problem per se. After all, more than 50% of Canada is immigrants, if you don't want to consider French and English colonizers immigrants, too. The real problem is when Indian immigrants, and truly any immigrants, DO NOT WANT TO ASSIMILATE and/or do not any effort in doing it.
Identity Attack0.23618884
Insult0.038566336
Profanity0.013302735
Threat0.007340072
Severe Toxicity0.004196167
Low Tox 0.18269104 Constructive 0.662 Policy_Critique
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
As an Indian, that's really sad and I'm sorry on behalf of everyone Every country needs to protect it's identity If you're proud of your country, stay there. If you wish to move out from …
As an Indian, that's really sad and I'm sorry on behalf of everyone Every country needs to protect it's identity If you're proud of your country, stay there. If you wish to move out from your country just assimilate, learn their language , learn their rules, follow their traditions and be nice Idk why it's so difficult for them to understand such basic things Government needs to thoroughly scrutinise immigrants. Tbh it's bad for both countries There are good, kind and respectful Indians but because of these idiots who don't assimilate and behave stupidly, the actual good ones get hate and face racism For canada or any country, immigrants should only be legitimately skilled. Before entering the country they need to be taught the rules and asked straightforward questions by the officers I support immediate deportation of all those idiots who don't assimilate and create ruccus in other countries
Identity Attack0.15517195
Insult0.06599696
Profanity0.07934829
Threat0.009540852
Severe Toxicity0.008430481
Low Tox 0.17805049 Constructive 0.805 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Someone saying “it’s like home” completely fulfills the argument to remove these people. 1)clearly hasn’t assimilated, or doesn’t want to. 2) enough have conglomerated to make it so new Indians don’t have to assimilate at …
Someone saying “it’s like home” completely fulfills the argument to remove these people. 1)clearly hasn’t assimilated, or doesn’t want to. 2) enough have conglomerated to make it so new Indians don’t have to assimilate at all. 3) he refers to India as “home” implying he does not see Canada as home. It’s bigger than them just being nuisances. This is real, literal ethnic replacement in real time. Canada was 96% European in 1970 btw. NEVER forget that.
Identity Attack0.15303208
Insult0.06669625
Profanity0.016821137
Threat0.008919456
Severe Toxicity0.0051879883
Low Tox 0.17631748 Constructive 0.6 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Did the British occupiers assimilate when they stole the lands?
Did the British occupiers assimilate when they stole the lands?
Identity Attack0.10221587
Insult0.061801232
Profanity0.02119352
Threat0.00899713
Severe Toxicity0.0034713745
Low Tox 0.17458448 Low Con 0.25
Dec 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
No race or tribe assimilates anywhere in the world! Facts.
No race or tribe assimilates anywhere in the world! Facts.
Identity Attack0.16993292
Insult0.026444806
Profanity0.021056883
Threat0.00746953
Severe Toxicity0.005874634
Low Tox 0.17371799 Low Con 0.198
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Unfortunately they are not assimilating to Canadian traditions. I am now unable to feel sorry for the people who are being deported. They CANNOT become true CANADIANS if they don't follow Canadian ways. You cannot …
Unfortunately they are not assimilating to Canadian traditions. I am now unable to feel sorry for the people who are being deported. They CANNOT become true CANADIANS if they don't follow Canadian ways. You cannot get the benefits of Canada and demand your culture to be adhered to by Canadians. 🤬👿🤬👿🤬
Identity Attack0.15303208
Insult0.04442204
Profanity0.013576009
Threat0.0068287146
Severe Toxicity0.0037956238
Low Tox 0.17371799 Moderate Con 0.49
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
"Immigration without assimilation is an invasion." Javier Milei
"Immigration without assimilation is an invasion." Javier Milei
Identity Attack0.14233272
Insult0.04149419
Profanity0.019143965
Threat0.009048914
Severe Toxicity0.00541687
Low Tox 0.17371799 Low Con 0.224
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
There are always two sides of the story. When British and French went from starting trade with indigeneous to brigning their families and settling towns on their land, they must have had the same feeling. …
There are always two sides of the story. When British and French went from starting trade with indigeneous to brigning their families and settling towns on their land, they must have had the same feeling. Europeans just didn't stop their they openly slaughtered and put small children in residential schools where many lost lives and are still living with generational trauma. India was doing fine before british came in and lynched the economy to feed industrial revolution in west. I have seen Finnish, croatian, greek, polish, italian, german cultural centers and businesses serving their communities in Canada. Can we also say that they should assimilate in Canadian culture? What is even Canadian culture? It is the "The Canadian Charter of Rights and Freedoms", read that thing and the history if you are not familiar. I do acknowledge that there is massive influx of immigrants in a short span which govt. did to compensate for labor needs but they did not invest in infrastructure and orientation of immigrations. I have worked with Canadians in their 60s vs 20s, there was a huge difference in work ethic. My white manager relied on me and my another friend for closing or opening shift than some local preveliged kids. I am in support of deporting illegals but let's educate who are here legally. Collaborate with communities to voice out your concerns and look at the positive impact immigrants have made in past decades.
Identity Attack0.105256535
Insult0.06582214
Profanity0.028913507
Threat0.04524883
Severe Toxicity0.0063705444
Low Tox 0.17285149 Constructive 0.853 Moral_Argument
Oct 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I feel that the problem is the Trudeau government and the NDP allowed to many immigrants into Canada without doing any background research on their status and now we have a huge influx of criminals …
I feel that the problem is the Trudeau government and the NDP allowed to many immigrants into Canada without doing any background research on their status and now we have a huge influx of criminals from many countries. These people have no interest whatsoever in assimilating into our society, they are only interested in taking advantage of our country and generosity.
Identity Attack0.11976352
Insult0.0720671
Profanity0.013302735
Threat0.0070552654
Severe Toxicity0.0038719177
Low Tox 0.17111848 Constructive 0.501 Policy_Critique
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Did the poor settlers from Europe assimilate in Native Indian's culture? Now these same Europeans are asking immigrants to assimilate when they themselves did not assimilate.
Did the poor settlers from Europe assimilate in Native Indian's culture? Now these same Europeans are asking immigrants to assimilate when they themselves did not assimilate.
Identity Attack0.17847598
Insult0.046764325
Profanity0.015181494
Threat0.006317357
Severe Toxicity0.0029182434
Low Tox 0.1693855 Moderate Con 0.351
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The problem is all the other immigrants actually assimilated here unlike them there just trying to turn it into there homeland which is the complete opposite of what you’re supposed to do when you come …
The problem is all the other immigrants actually assimilated here unlike them there just trying to turn it into there homeland which is the complete opposite of what you’re supposed to do when you come here and before they would only let higher class families immigrate here from any country but now they just let people from the bottom of the barrel come here with no intention to better society
Identity Attack0.16373143
Insult0.047935467
Profanity0.019895468
Threat0.006977591
Severe Toxicity0.0042152405
Low Tox 0.16765249 Moderate Con 0.311
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
It's not really a racial thing, but assimilation. The same complaint goes towards Ukrainians and Russians who refuse to learn to communicate in English or French.
It's not really a racial thing, but assimilation. The same complaint goes towards Ukrainians and Russians who refuse to learn to communicate in English or French.
Identity Attack0.20088354
Insult0.03423163
Profanity0.020373698
Threat0.0072235605
Severe Toxicity0.0041770935
Low Tox 0.165053 Moderate Con 0.451
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm not a fan of Brampton and its true we have too many Indians in Canada who don't try to assimilate and create problems but not all of them are bad and its not good …
I'm not a fan of Brampton and its true we have too many Indians in Canada who don't try to assimilate and create problems but not all of them are bad and its not good to judge an entire country based on a few individuals.
Identity Attack0.1714862
Insult0.054962315
Profanity0.015591404
Threat0.006848133
Severe Toxicity0.0028800964
Low Tox 0.16158698 Constructive 0.722
Jan 27, 2026 Inside Canada's Indian Invasion...
Immigrants aren't the problem. The problem is when they don't integrate or adopt local customs, when they form ghettos. That's not immigration, it's invasion. If you choose to live in another nation, out of respect …
Immigrants aren't the problem. The problem is when they don't integrate or adopt local customs, when they form ghettos. That's not immigration, it's invasion. If you choose to live in another nation, out of respect and gratitude to the nation that welcomed you, you must integrate, be part of, assimilate—without losing your roots, of course, but adapting. I am from a country of immigrants (Argentina). My ancestors were Spanish (Galician/Catalan), Italian, German-Jewish, and Polish, and they all assimilated, adopting Spanish-language and Argentine customs without losing their roots.
Identity Attack0.12735364
Insult0.053205602
Profanity0.027410502
Threat0.0074954215
Severe Toxicity0.0049591064
Low Tox 0.16158698 Constructive 0.785
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
U can maintain your culture whilst within your friends and family in privacy, BUT just don’t push your agenda onto Canadians! One can assimilate and still keep their culture within their group. This is the …
U can maintain your culture whilst within your friends and family in privacy, BUT just don’t push your agenda onto Canadians! One can assimilate and still keep their culture within their group. This is the full intention of a melting pot, not immigrate and take over the country with your culture!
Identity Attack0.10221587
Insult0.061626412
Profanity0.015830519
Threat0.007197669
Severe Toxicity0.003414154
Low Tox 0.16098402 Constructive 0.598
Aug 26, 2025 Why Canadians Are Turning Against …
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over …
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over other cities its when it became a little too much and started to take over canadian culture. I had a friend visit from the u.s for the very first time, and we did some sight seeing, you know going to places around ontario that tourists would check out, went to niagra falls for the first time in maybe 10 years man it changed. It was 90% Indian people. She noticed it right away but didnt say anything, i said a lot of indians huh? and she said yeah didnt think canada was like this. When you think Canada its always been mulicultural, you just think of all ethnicities and people of different cultures but at the end of the day everyone was Canadian and they assimilated. Now you dont think of a multicultural country you think of an indian country thats changing the canadian culture and way of life and not in a good way. Identity is being taken away and it needs to stop. Canada needs to take notes from Poland before its too late. Poland closed their doors and guess what? economy went up, crime rate went down, people are happier. Canada opened the doors, crime rate shot up, economy crashing, more homelessness then ever and so on. Not saying its specifically Indian people, its the amount coming in and how they adopt canadian culture but instead bring their culture and trye changing the country to fit them rather then fitting in with an already established country and culture.
Identity Attack0.06567776
Insult0.07935401
Profanity0.026590679
Threat0.007353018
Severe Toxicity0.004005432
Low Tox 0.15987846 Constructive 0.758
Sep 19, 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.