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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: "I am Indian from India. …" 760 comments · Page 24 of 31
Dont worry the canada dream is dying in india we really dont want to go to canada anymore and lets see how your economy works out , we indians run your economy not canada many …
Dont worry the canada dream is dying in india we really dont want to go to canada anymore and lets see how your economy works out , we indians run your economy not canada many countries in this world.
Identity Attack0.23391083
Insult0.06442356
Profanity0.017572641
Threat0.008841781
Severe Toxicity0.005531311
Low Tox 0.21107252 Moderate Con 0.312 Identity_Assertion
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The problem is that Canada didn't just take immigrants from India, they took in criminals in the name of "asylum". In certain parts of India, there used to be small-scale separatist movements, back in 1970s …
The problem is that Canada didn't just take immigrants from India, they took in criminals in the name of "asylum". In certain parts of India, there used to be small-scale separatist movements, back in 1970s and 1980s. Senior Trudeau saw this as an opportunity to vent his frustration for India's not signing of NPT . So the guy kept giving "asylum" to the violent separatists, to "teach India a lesson" (Yeahh... sure) Gradually, it became so that once you have gained enough rep in organised crime, drug trade, so that it's difficult for you to stay under the radar in India, running from law enforcement, you would run to Canada, UK or Australia, and ask for asylum, with whatever reason. And those countries, in their stupid sense of righteousness, would accept it without any background checks. Now, yes, it's a trouble for us (good job), because most of the gang leaders are hiding away in these countries, running their operations remotely. Indian officials are only able to nab the low-level gang members. But it also means that these countries now ALSO have the worst criminals in their cities. And once they settle down, they will do what they know best .... crimes. And gradually they become a problem for their host countries, as well as other Indians in these countries. (Whenever Khalistanis do any parade, they force other Indian families to put up their yellow flags on their homes, to make it look like they have massive support) It's not good for anyone, but these countries have put themselves in a position from which they have no idea how to extricate themselves. Sure, you may blame Indians. But we were literally asking you to send those criminals back, and you refused to do so. Now they are your problem. If they create problems for us, then maybe, they will drop de** in some parking lot. But apart from that, most of their activities are going to be Canada's problem to deal with. They are already turning the streets of Canada into a drug paradise, hurting the young people of both local and Indian origins. Such a waste of life and potential.
Identity Attack0.17303948
Insult0.12159709
Profanity0.023789622
Threat0.01101667
Severe Toxicity0.005493164
Low Tox 0.21107252 Constructive 0.659
Sep 19, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
At this rate wouldn't canada have more Indians than India, that me as a Indian saying.
At this rate wouldn't canada have more Indians than India, that me as a Indian saying.
Identity Attack0.28034934
Insult0.05203446
Profanity0.021740068
Threat0.0077154995
Severe Toxicity0.005607605
Low Tox 0.20973456 Moderate Con 0.427 Fear_Threat
Feb 21, 2026 Inside Canada's Indian Invasion...
First opting as per DNA report aboriginal people they came from India 7300 years ago and they came much earlier than European. We are the first one who came here and second babe start coming …
First opting as per DNA report aboriginal people they came from India 7300 years ago and they came much earlier than European. We are the first one who came here and second babe start coming to canada 1870. We fight to world war even protect this country as well and protecting you from Nazi more than 350,000 sikh soldier died in fast and second world. but we never complained why the people coming from Ukraine and other European country and some racist they are only less than 0.001% and they’re talking about the Indians are coming to Canada why dehydration start coming to Canada for less electric and less than 300 400 a year but we come to Canada 7300 years ago this is proven DNA and we are willing to sacrifice our life to protect nation. This is our country as well. If you don’t know the history first learn it.
Identity Attack0.13591312
Insult0.110259406
Profanity0.025497584
Threat0.011223801
Severe Toxicity0.0066375732
Low Tox 0.20973456 Constructive 0.616 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Why blame India for this issue? An entire ecosystem lures students with false promises of a better life in Canada, charging them exorbitant fees, often around $60,000. Upon arrival, these students find themselves stranded, unable …
Why blame India for this issue? An entire ecosystem lures students with false promises of a better life in Canada, charging them exorbitant fees, often around $60,000. Upon arrival, these students find themselves stranded, unable to afford returning home, and forced into low-wage labor. This system begins with the overstaffed Canadian embassy in India, which issues visas, enabling those who profit from this cheap labor in canada. India itself is not responsible. In fact, when Indian authorities raised concerns about criminals exploiting this system to flee to Canada, Prime Minister Justin Trudeau deflected by accusing India in the Nijjar case. White Canadians also share responsibility, as they have not taken the time to understand this issue. Indians who migrated to Canada before 2021 are likely to suffer due to this situation.
Identity Attack0.20878418
Insult0.0836065
Profanity0.029888187
Threat0.010032792
Severe Toxicity0.00459671
Low Tox 0.20973456 Constructive 0.624 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
This is terrible and I don't understand why the government would only take Indian students about 90% of the international students were from India and uneducated and non-verified credentials. I don't understand was the government …
This is terrible and I don't understand why the government would only take Indian students about 90% of the international students were from India and uneducated and non-verified credentials. I don't understand was the government too much worried about the money they will be bringing I don't understand like this has the real Cause of the trouble for everyone why you only would take so much of the Indian students why not the rest of the world if you really want to help your new your universities to pay off their salaries and run and those new Indian breed that is coming they are really not ready to come to the Canada illiterate people.
Identity Attack0.11976352
Insult0.077136256
Profanity0.06946823
Threat0.010757755
Severe Toxicity0.00705719
Low Tox 0.20839658 Constructive 0.605
Sep 29, 2025 IRCC Names India in Study …
The banned group, Sikhs for Justice, held a Khalistan referendum in Ottawa over the weekend during which supporters chanted ‘Kill India’ slogans and even desecrated the Indian flag. This is the seventh such unofficial vote …
The banned group, Sikhs for Justice, held a Khalistan referendum in Ottawa over the weekend during which supporters chanted ‘Kill India’ slogans and even desecrated the Indian flag. This is the seventh such unofficial vote that Canada has seen since September 2022. The timing of this event was significant — it came as Canadian PM Mark Carney met his Indian counterpart Narendra Modi on the sidelines of the G20 Summit in Johannesburg
Identity Attack0.18468912
Insult0.060927123
Profanity0.022013342
Threat0.13815513
Severe Toxicity0.010147095
Low Tox 0.20705862 Moderate Con 0.471 Unverified_Claim
Nov 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
CBSA has over 5,000 Indians that they are trying to expel for criminal activity but India is refusing to take back their criminal element.
CBSA has over 5,000 Indians that they are trying to expel for criminal activity but India is refusing to take back their criminal element.
Identity Attack0.22063516
Insult0.083359696
Profanity0.025360947
Threat0.017328756
Severe Toxicity0.005569458
Low Tox 0.20335422 Moderate Con 0.404 Unverified_Claim
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Learn from Gulf countries open your markets let young, educated people come to your country establish businesses, provide you services and if possible, they will bear children for you to increase your population. Charge them …
Learn from Gulf countries open your markets let young, educated people come to your country establish businesses, provide you services and if possible, they will bear children for you to increase your population. Charge them yearly for visa health fee etc. and as soon contract finishes send them back home or keep good ones who are beneficial to your economy give them citizenship. Such a big country like Canada that is going thru housing crisis...shame it is called first world country. Indians can help you in a big way to sort your healthcare woes. YES INDIA AND ONLY INDIA OR TO SOME EXTENT PHILLIPINES CAN PROVIDE YOU ENGLISH EDUCATED LAW ABIDING MAN POWER.
Identity Attack0.18468912
Insult0.082866095
Profanity0.024267852
Threat0.007974415
Severe Toxicity0.0062179565
Low Tox 0.20312156 Constructive 0.709
Oct 2, 2025 IRCC Names India in Study …
I just came from there about a week and a half ago and im originally from o puerto rico living in FL and went into a store to buy diapers for my son and it …
I just came from there about a week and a half ago and im originally from o puerto rico living in FL and went into a store to buy diapers for my son and it was all India even the signs in Indian and I really felt like an alien as everyone looked at me like I was not from this planet lol not to offend anyone but I won't be back any time soon.
Identity Attack0.18235919
Insult0.0654725
Profanity0.13608865
Threat0.011379151
Severe Toxicity0.010223389
Low Tox 0.2028889 Constructive 0.678 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
As an Indian who's living in india never went to Canada even once this should be the responsibility of the government don't promote mass immigration govt should take a stand against these people if they …
As an Indian who's living in india never went to Canada even once this should be the responsibility of the government don't promote mass immigration govt should take a stand against these people if they are not paying taxes not working properly not following rules etc it's your govt and Canadian people's responsibility but in the recent Times I've never seen the worst canadian govt till date its really bad you guys should do something about your govt they are not in good trade relations with anyone around the world recent example usa
Identity Attack0.10221587
Insult0.107333586
Profanity0.029460056
Threat0.008686432
Severe Toxicity0.005493164
Low Tox 0.20102765 Constructive 0.595 Policy_Critique
Oct 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The scary thing is, there are still 1.4 billion Indians in India, and they all would love to live in the west
The scary thing is, there are still 1.4 billion Indians in India, and they all would love to live in the west
Identity Attack0.22859548
Insult0.04032305
Profanity0.040409464
Threat0.009825659
Severe Toxicity0.006752014
Low Tox 0.20032968 Low Con 0.185 Fear_Threat
Nov 10, 2025 Inside Canada's Indian Metropolis (Brampton)
The indians needs to learn from Canada how to built a better country in india
The indians needs to learn from Canada how to built a better country in india
Identity Attack0.26325142
Insult0.046178754
Profanity0.01982715
Threat0.007327127
Severe Toxicity0.005264282
Low Tox 0.20032968 Low Con 0.165
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
@rocanews trust Indians, your view looks biased but, we don't loot people like the British did to India in 1947. We just stay without harming no one.
@rocanews trust Indians, your view looks biased but, we don't loot people like the British did to India in 1947. We just stay without harming no one.
Identity Attack0.18158256
Insult0.06285016
Profanity0.027547138
Threat0.012803185
Severe Toxicity0.005760193
Low Tox 0.20009702 Constructive 0.595
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
I am an Indian immigrant living on GTA. If I was forced to live in Brampton, I would rather go back to India than live in Brampton. The problem with Brampton is a subset of …
I am an Indian immigrant living on GTA. If I was forced to live in Brampton, I would rather go back to India than live in Brampton. The problem with Brampton is a subset of Indians that are easily recognizable and do not assimilate. Most of these specific subset come here as students and through family sponsorship ( not regular immigration stream). The students get false documents for their language and educational credentials. The politicians are also to blame for pondering for their votes. If there is one ethnic group that has the capacity to destroy Canada further in the future to a point of no return, it is this subset. Unfortunately most Canadians do not know this, and Indians as a general group are seen as the problem. Next time just ask them where in India these people are from, and soon you will know for yourself.
Identity Attack0.2308735
Insult0.071433455
Profanity0.02795705
Threat0.00948907
Severe Toxicity0.0062179565
Low Tox 0.20009702 Constructive 0.695 Personal_Narrative
Oct 26, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I have watched this video and i just want to say that indian people from Hindu and sikh or any other community except muslims will respect canadian culture and rules of Canadian govt. They are …
I have watched this video and i just want to say that indian people from Hindu and sikh or any other community except muslims will respect canadian culture and rules of Canadian govt. They are hardworking. I also request people from the community as mentioned above, please respect the nation and their culture and don't try to make Canada to India.
Identity Attack0.27682206
Insult0.04910661
Profanity0.019485557
Threat0.0070164283
Severe Toxicity0.004196167
Low Tox 0.19939905 Constructive 0.747 Identity_Assertion
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
India must find a way to stop India's brain from flowing down into the drain asap. One option may be to remove DTAA & impose income tax on foreign gross income of Indian citizens, like …
India must find a way to stop India's brain from flowing down into the drain asap. One option may be to remove DTAA & impose income tax on foreign gross income of Indian citizens, like the US (US citizens/GC holders are taxed on their worldwide income, regardless of where they reside), & build a world-class work environment in India with that tax amount, so that high-skilled Indian talents can return back to India to start start-up to develop app like WhatsApp/FB/Google/Amazon/MS/Meta (like China) or find suitable job/Business.
Identity Attack0.1769227
Insult0.08484049
Profanity0.032894265
Threat0.021300001
Severe Toxicity0.0077819824
Low Tox 0.1991664 Moderate Con 0.469 Policy_Critique
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in a city called Chilliwack, in BC. In the last 5 years I almost don’t recognize the city I grew up in anymore. The demographics have flipped. Entire plazas are now Indian food …
I live in a city called Chilliwack, in BC. In the last 5 years I almost don’t recognize the city I grew up in anymore. The demographics have flipped. Entire plazas are now Indian food restaurants or pizza places, all owned and staffed them by. It used to be every fast food place here was staffed by teenagers or retired seniors, now virtually every single fast food place is staffed by a 30-50 year old foreigner. During the covid BS, they kept aggressively pumping in more and more of them. You go up to cultus lake in the summer, or Harrison Lake and it is like you walked into India. They blast their crappy music on stereos while 30 of them sit on a blanket, littering, starring. We had to get up and leave our spot at the beach last summer because 5 of them (men) came to sit behind us and they all just stared at us. It’s like the ones they’re pumping in have zero concept of first world norms. No self awareness, and no desire to inter-grate into our society and learn our language. It’s unbelievable what has happened, what our politicians are doing.
Identity Attack0.10409598
Insult0.08459369
Profanity0.099305905
Threat0.008259222
Severe Toxicity0.007247925
Low Tox 0.1991664 Constructive 0.607 Fear_Threat
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
I have an Indian friend in Canada. He told me that the driving license he got from India, all he had to do was register for the school and he got the license lol that's …
I have an Indian friend in Canada. He told me that the driving license he got from India, all he had to do was register for the school and he got the license lol that's probably why there are so many accidents.
Identity Attack0.22458547
Insult0.053205602
Profanity0.029186781
Threat0.008065036
Severe Toxicity0.0049972534
Low Tox 0.1991664 Constructive 0.661 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
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)
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)
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)

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.