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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: "Indians have been in Canada …" 1,297 comments · Page 41 of 52
India is multi-cultural, Punjab is only 1 part of India and their culture is different from the other Indian states represented in India. The behavior of Punjabi immigrants is not reflective of other Indian cultures …
India is multi-cultural, Punjab is only 1 part of India and their culture is different from the other Indian states represented in India. The behavior of Punjabi immigrants is not reflective of other Indian cultures in India. For whatever reason there seems to more Punjabi migrants in Canada than from any other state in India. Its the job of Canada to enforce assimilation and immigration rules, they deliberately don't. Littering and defecating in public spaces is illegal in Canada but the Canadian government refuses to enforce those rules.
Identity Attack0.17925262
Insult0.081261896
Profanity0.03339528
Threat0.007870848
Severe Toxicity0.005760193
Low Tox 0.1991664 Moderate Con 0.476 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served them. So it was easy for them to immigrate and assimilate into your culture. Now you see many poor people also immigrating because immigration became more accessible, its just like the touchscreen phones, before only rich people had them, but later and now everyone has it. Plus your overly liberal and the stupid point system lets anyone enter the country if they meet a specific criteria, they barely check their english, background, crime record, etc. Also, living in India is a survival, or a nightmare for short. Especially for the poor people in the up north, and so they go to these shady agents who claim that they can send him or her to Canada, UK, Australia where ever they want in exchange for some money. Sometimes these agents turnout to be scams and sometimes not, then these students apply to some fake university that has no campus in Canada and select a course thats easy. Then once approved they come to canada, don’t go to university and make some other indian friends who say they have contacts with some job providers and through that the students get their jobs at the fast food joints and shopping malls. The mindset with which these students come to Canada is that I want to get a simple job as soon as I land in Canada and through that job I can get a PR. They never go to assimilate or discover the culture, they come because the country looks nice, has resources, and will provide them with a good salary so that they send some money back home to their parents as compared to low paying jobs in India, which too are super competitive. They still like the indian way of life, the culture, the food, the attire, just not in India. Thats why you’ll never see these students eating at anything other than a Indian Punjabi Restaurant or a fast food joint, they will never make white friends, they will never try to change the way they speak and look at Canadians, they will never try to change their driving habits. In conclusion, more poor people and students migrating, paired with their mindset of “I want everything to be Indian just not in India but in a place that looks better” paired with their low interest in actually learning and working better jobs is what makes them a bad immigrant group. But thats not to say that all are like that its only some and mostly Punjabis/ other North Indians that have this mindset. The reason why the Indian group in USA is much better and successful is because they are mostly of south indian descent. Those people are far more educated, actually respect the law of the land. And fun fact: The stereotypical Indian Accent originated from USA mainly and reason why many indians say that they don’t speak in that accent is because that particular stereotypical accent is present in Indian people who come from the states of Andra Pradesh and Telegana, which is is where most of the Indians in USA are actually from. Sorry for the long ass comment and some writing mishaps, I really lose my writing quality when I’m writing long comments.
Identity Attack0.14875233
Insult0.083112895
Profanity0.041912504
Threat0.008129764
Severe Toxicity0.005607605
Low Tox 0.19893374 Constructive 0.608 Policy_Critique
Dec 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada become Indian 2.0, congrat
Canada become Indian 2.0, congrat
Identity Attack0.18705739
Insult0.06617179
Profanity0.02208166
Threat0.007754337
Severe Toxicity0.008087158
Low Tox 0.19893374 Moderate Con 0.308 Identity_Assertion
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Canada will be declared for the Indian Empire in our lifetime
Canada will be declared for the Indian Empire in our lifetime
Identity Attack0.19100772
Insult0.04852104
Profanity0.02344803
Threat0.018364733
Severe Toxicity0.007286072
Low Tox 0.19893374 Low Con 0.215 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I heard many jobs is taking by Indians, they have take their family to Canada and give job
I heard many jobs is taking by Indians, they have take their family to Canada and give job
Identity Attack0.25140062
Insult0.04383647
Profanity0.02071529
Threat0.006641001
Severe Toxicity0.0044059753
Low Tox 0.19893374 Moderate Con 0.443 Unverified_Claim
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
As an Indian individual born in Canada, I don’t think it is right to generalize all Indians for creating such a huge problem in Brampton. From this video, you can obviously see the differences between …
As an Indian individual born in Canada, I don’t think it is right to generalize all Indians for creating such a huge problem in Brampton. From this video, you can obviously see the differences between the Indians that want to be here and want to make a life here and the ones that are running time on their tourist visas. But do not blame the entire Indian population, its inaccurate.
Identity Attack0.27340925
Insult0.056719027
Profanity0.018255826
Threat0.0072106146
Severe Toxicity0.0037193298
Low Tox 0.19893374 Constructive 0.759 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m South African Indian from Durban, and I spent three months in Vancouver for work. Honestly, I wouldn’t visit Canada again. The cold was unbearable for me, and I found the country dull and boring. …
I’m South African Indian from Durban, and I spent three months in Vancouver for work. Honestly, I wouldn’t visit Canada again. The cold was unbearable for me, and I found the country dull and boring. Coming from Durban, where there’s warmth, energy, culture, and life everywhere, Canada just didn’t feel like my kind of place. Some people may enjoy the quiet and structure, but it’s not for everyone—and it definitely wasn’t for me. Three months was more than enough to know it’s not my vibe.
Identity Attack0.116281845
Insult0.089778624
Profanity0.049678206
Threat0.008272167
Severe Toxicity0.0059509277
Low Tox 0.19893374 Constructive 0.707 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Indian I feel it's not good thing Canada belongs to local canadians not immigrants who migrated years ago this is how invasion looks like if not stopped this people will keep increasing some …
As a Indian I feel it's not good thing Canada belongs to local canadians not immigrants who migrated years ago this is how invasion looks like if not stopped this people will keep increasing some of this people even take double status from India and Canada giving them political rights is most dangerous hope your Canadian government wakes up from deep sleep
Identity Attack0.17536941
Insult0.06984934
Profanity0.0157622
Threat0.010188141
Severe Toxicity0.00541687
Low Tox 0.19870108 Constructive 0.598
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As an American born Punjabi, I used to visit Canada when i was young (90's) and it was a beautiful place. Now I dread going there because the Canadian culture is lost. It's over run …
As an American born Punjabi, I used to visit Canada when i was young (90's) and it was a beautiful place. Now I dread going there because the Canadian culture is lost. It's over run with Indians and they don't share the same value or even cultural norms as Westerners. I see this problem in America as well but it's nto just Indians. In America, it's every country in the world that comes and interacts with their own community and there's no assimilation. Even as a second generation American, I still feel like a guest in this country and I am grateful for the Americans to have allowed my family to come here to live with them. Citizenship is just a piece of paper though. I know if I didn't assimilate, they could send me to India even if I know nothing about it. It's just basic humility.
Identity Attack0.2463217
Insult0.070799805
Profanity0.028503597
Threat0.007637825
Severe Toxicity0.006904602
Low Tox 0.19789438 Constructive 0.836
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
India decendent Indian decendent in Canada means they're First Nations. These are immigrants that couldnt make it in their homeland and choose Canada.
India decendent Indian decendent in Canada means they're First Nations. These are immigrants that couldnt make it in their homeland and choose Canada.
Identity Attack0.21470967
Insult0.0623257
Profanity0.014327513
Threat0.006330303
Severe Toxicity0.004005432
Low Tox 0.19789438 Moderate Con 0.399
Oct 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Thanks for making this video! What's crazy that people might not understand is it's not isolated to just that city. It's every major populated city in Canada is getting overrun. Most minimum wage jobs and …
Thanks for making this video! What's crazy that people might not understand is it's not isolated to just that city. It's every major populated city in Canada is getting overrun. Most minimum wage jobs and security are always 95% Indians. I don't understand how this was aloud..
Identity Attack0.17459276
Insult0.07270074
Profanity0.03715288
Threat0.0071588317
Severe Toxicity0.004711151
Low Tox 0.19789438 Constructive 0.71 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As an Indian myself, I support an emergency cultural cooldown. Canada needs time to recover from the spice levels.
As an Indian myself, I support an emergency cultural cooldown. Canada needs time to recover from the spice levels.
Identity Attack0.11047905
Insult0.083112895
Profanity0.028913507
Threat0.009877442
Severe Toxicity0.0051879883
Low Tox 0.19694418 Constructive 0.549
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Don’t know about Canada, but in US, Indians are the richest ethnic groups. Canada does attract lesser skilled Indians. However, pretty sure Indians contribute more than their share of taxes. You guys can keep on …
Don’t know about Canada, but in US, Indians are the richest ethnic groups. Canada does attract lesser skilled Indians. However, pretty sure Indians contribute more than their share of taxes. You guys can keep on hating but all the western countries need Indians as that’s where the population is. And people work hard. They are invited. >99% Indians immigrate legally. They’re abiding by rules laid by these countries. Up to these countries to decide the rules.
Identity Attack0.25309357
Insult0.054962315
Profanity0.017094411
Threat0.006925808
Severe Toxicity0.0044441223
Low Tox 0.19599396 Constructive 0.615
Oct 3, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
As an Indian i feel really ashamed of the kind of precedence we are setting in Canada.
As an Indian i feel really ashamed of the kind of precedence we are setting in Canada.
Identity Attack0.16373143
Insult0.06564732
Profanity0.023721304
Threat0.0071847234
Severe Toxicity0.0036239624
Low Tox 0.19504376 Moderate Con 0.463 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
I am indian But if these Punjabi people love Punjab then why do they go to Canada illegally?😅
I am indian But if these Punjabi people love Punjab then why do they go to Canada illegally?😅
Identity Attack0.23770751
Insult0.046764325
Profanity0.027547138
Threat0.0074306927
Severe Toxicity0.0051116943
Low Tox 0.19504376 Moderate Con 0.383 Question
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of …
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of all these, an estimated 1.5 million people are either overstaying or have entered illegally. 3. Pakistanis and Bangladeshis are also involved in illegal activities (I’m not defending Indians—they are also involved, I’ll come to that). If you ask them, many will claim to be Indians. You can see the same trend in the UK as well. The reason I’m mentioning them is because they have a similar appearance to Indians. 4. Almost half of the Indians in Canada are living there illegally. Why do I say this? Because here in India I personally know many people from Punjab and Haryana who go there. In both states, you can easily find many agents who reassure people that they can send them to Canada or the USA without much difficulty. You can also see the trend among Punjabis—many aspire to drive trucks and cars in Canada. In India, people often see Punjabis as if their only purpose in life is to go to Canada. I love Punjabi people, but I don’t like this mindset. 5. So, the people you see doing disgusting things are most likely illegal immigrants. Why? Because genuine people go there to educate themselves and contribute something meaningful to the culture—not to behave like those individuals. 6. I really hope Canada can recover from this. I have a friend who went there in 2015, and he once told me to visit the country. Canadians are truly amazing, and the natural beauty (except the winter!) is so nice. Please, Canadian government, take some steps for the well-being of your people.❤
Identity Attack0.2308735
Insult0.05964688
Profanity0.035399333
Threat0.01238892
Severe Toxicity0.007095337
Low Tox 0.19504376 Constructive 0.824
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Here in Edmonton Canada the worst drivers are on the Indian part of the city and it’s not even close. I have to drive through that area everyday to get to work and at least …
Here in Edmonton Canada the worst drivers are on the Indian part of the city and it’s not even close. I have to drive through that area everyday to get to work and at least 4 times a week I nearly get into car accidents on the highway because people don’t know how to drive. I have to assume people just will switch lanes randomly or merge in really really fast or go extremely slow on the highways. I have seen people reverse backwards on the on ramp because they took the wrong turn
Identity Attack0.14019285
Insult0.08030447
Profanity0.020100424
Threat0.008103873
Severe Toxicity0.0046539307
Low Tox 0.19314334 Constructive 0.564 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
???? Title wrong or something this is about east asian immigrants in Canada not about Canada Indians under the 1876 Indian Act. ??? Why are immigrants being mislabeled as a indian on a different continent
???? Title wrong or something this is about east asian immigrants in Canada not about Canada Indians under the 1876 Indian Act. ??? Why are immigrants being mislabeled as a indian on a different continent
Identity Attack0.23239216
Insult0.04207976
Profanity0.015932998
Threat0.0063950317
Severe Toxicity0.0038337708
Low Tox 0.19314334 Moderate Con 0.313 Question
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
So now u will criticize India for canada giving shelter to khalstan which India itself warned canadian government about? How is this India's fault? Khalstan is separtist group & they don't even consider themselves Indian.
So now u will criticize India for canada giving shelter to khalstan which India itself warned canadian government about? How is this India's fault? Khalstan is separtist group & they don't even consider themselves Indian.
Identity Attack0.22631748
Insult0.06267534
Profanity0.01490822
Threat0.0077025536
Severe Toxicity0.0037002563
Low Tox 0.19219314 Moderate Con 0.329 Policy_Critique
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Canada's post-pandemic Indian migrants definitely do not hail from India's upper class. Most of the recent arrivals are from towns and villages in Punjab, Gujarat and Haryana, i.e. India's "Wild West". India's upper class usually …
Canada's post-pandemic Indian migrants definitely do not hail from India's upper class. Most of the recent arrivals are from towns and villages in Punjab, Gujarat and Haryana, i.e. India's "Wild West". India's upper class usually migrates directly to the US, UK, UAE and Singapore. Canada and Australia used to be popular destinations, but there's so many lower class Indians in Canada and Australia that neither country is sought after by the richer Indians now.
Identity Attack0.26155844
Insult0.06285016
Profanity0.013371054
Threat0.006479179
Severe Toxicity0.004272461
Low Tox 0.19219314 Constructive 0.612 Comparative_Framing
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Punjabis are just about 2% of Indian population and almost 90% of immigration to UK, Canada and Australia. They have built a whole system on how to migrate to western countries, there are corporations, syndicates …
Punjabis are just about 2% of Indian population and almost 90% of immigration to UK, Canada and Australia. They have built a whole system on how to migrate to western countries, there are corporations, syndicates who find all possible loop holes and even defraud immigration rules and exploit it. Whole villages are emptying in India and moving to suburbs in the west.. One who see Indians in the west might think Sikhs are India, but they are a miniscule minority of about 2% concentrated in Punjab region..
Identity Attack0.21866
Insult0.07365121
Profanity0.047674157
Threat0.010990778
Severe Toxicity0.006904602
Low Tox 0.19124292 Constructive 0.581
Oct 7, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
As an Indian, I admit that we invaded Sikh, Manipur, Kashmir, Ladakh, South Tibet, Northeastern States, Goa... We Indians were colonized by the British Empire for more than 300 years, and we have no territory …
As an Indian, I admit that we invaded Sikh, Manipur, Kashmir, Ladakh, South Tibet, Northeastern States, Goa... We Indians were colonized by the British Empire for more than 300 years, and we have no territory , so Indians regard themselves as the successors of the British Empire, so that we have reason to ask for more territory; our Indians’ greatest contribution to the world Just give birth to children. In order to have a population of 2 billion, we need more territory. Although we Indians have the most beggars in the world and most Indians have no jobs, it doesn’t matter. We will give birth to more children. Son, this way we can occupy Bhutan, Sri Lanka, Nepal, Pakistan,USA, Canada, Australia... until the whole earth
Identity Attack0.19495805
Insult0.061451588
Profanity0.07611542
Threat0.03787563
Severe Toxicity0.013736901
Low Tox 0.19124292 Constructive 0.547
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
It's almost like every rich Western country is sponsoring their own specific 3rd world race/ethnicity. The USA it is latinos. Europe it is Muslims. Canada it is Indians. It also seems like this entire thing …
It's almost like every rich Western country is sponsoring their own specific 3rd world race/ethnicity. The USA it is latinos. Europe it is Muslims. Canada it is Indians. It also seems like this entire thing has been orchestrated by world governments as a collective, against the people's wishes.
Identity Attack0.23467018
Insult0.039151907
Profanity0.017982552
Threat0.007262398
Severe Toxicity0.0044441223
Low Tox 0.19029272 Moderate Con 0.331
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
the Indians i know in canada have been very hard working and honest people. there was one who had to go back home though they wouldn’t renew his worker permit. I know plenty more on …
the Indians i know in canada have been very hard working and honest people. there was one who had to go back home though they wouldn’t renew his worker permit. I know plenty more on these permits. It’s not just indians though there’s also Brazilians, Chileans, and Venezuelans. One thing I hate is my job prioritizing their work hours over mine because they “need the hours” to stay in this country. where as this is my own country and I’m getting cut hours during slow season. smh
Identity Attack0.18235919
Insult0.055547886
Profanity0.036651865
Threat0.006576272
Severe Toxicity0.0040626526
Low Tox 0.1893425 Constructive 0.718 Economic_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Not an Indian immigrant here; I moved to Canada in 2014. I love Indian people. However, this is a mess, regardless of whether it is indian or any other ethnicity. This shouldn't be this way. …
Not an Indian immigrant here; I moved to Canada in 2014. I love Indian people. However, this is a mess, regardless of whether it is indian or any other ethnicity. This shouldn't be this way. We meant to move to Canada…
Identity Attack0.23467018
Insult0.04032305
Profanity0.017572641
Threat0.0064985976
Severe Toxicity0.0037574768
Low Tox 0.1893425 Constructive 0.677 Personal_Narrative
Sep 19, 2025 21 likes 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.