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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "What are the rules for …" 288 comments · Page 6 of 12
Wonder how many non-white countries have the same kind of immigration rules as Canada.
Wonder how many non-white countries have the same kind of immigration rules as Canada.
Identity Attack0.28034934
Insult0.045007613
Profanity0.020373698
Threat0.0065827454
Severe Toxicity0.0047302246
Low Tox 0.23198941 Low Con 0.196
Nov 25, 2025 Quebec Ends Economic Immigration Program …
I’m a recent Indian immigrant and I’ve lived in Singapore, Malaysia, the USA, and now Canada. I’ll admit that a lot of what’s said here is true: there are far too many cases where Indians …
I’m a recent Indian immigrant and I’ve lived in Singapore, Malaysia, the USA, and now Canada. I’ll admit that a lot of what’s said here is true: there are far too many cases where Indians abroad show a lack of civic sense, break rules, or behave in ways that don’t respect the host country.  Personally, my family and I have always assimilated wherever we’ve lived, respecting local customs, following rules, and contributing positively to the community and I hate it when immigrants don't assimilate into the local culture and reside in their own enclaves, I mean what was the point of emigrating then?? I truly value the peace and order these countries offer, and I want to give that back. Every community has good and bad examples. The responsibility is on us as immigrants to lead by example, integrate genuinely, and show that we can be respectful, responsible citizens. That’s how perceptions change for the better. It sucks that a whole racial group can be disliked because of some bad apples — and in our case, unfortunately, there are quite a few.
Identity Attack0.26833034
Insult0.0817555
Profanity0.08064143
Threat0.0100069
Severe Toxicity0.0075912476
Low Tox 0.22980402 Constructive 0.876
Sep 19, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)
Indian people rule. Too much of anything at once is unhealthy. But this is still the least bad scenario in hindsight because they're actually decent, kind, hard working and ambitious. That can't be said for …
Indian people rule. Too much of anything at once is unhealthy. But this is still the least bad scenario in hindsight because they're actually decent, kind, hard working and ambitious. That can't be said for most 3rd world countries.
Identity Attack0.24293575
Insult0.07238392
Profanity0.041661996
Threat0.0074954215
Severe Toxicity0.00579834
Low Tox 0.22980402 Constructive 0.546 Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
As a Canadian citizen, our government is giving them way too much. They are changing the rules and laws to cater towards the Indian Invasion. While real Canadian citizens are left in the dark.
As a Canadian citizen, our government is giving them way too much. They are changing the rules and laws to cater towards the Indian Invasion. While real Canadian citizens are left in the dark.
Identity Attack0.23391083
Insult0.07840354
Profanity0.017162729
Threat0.0078449575
Severe Toxicity0.0051498413
Low Tox 0.22579013 Moderate Con 0.454 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
It's not a lie. I have friends telling me stories of Indian Immigrants in small towns like Renfrew, Eaganville, Barrie, and other smaller places in between where there following and harrassing women in small towns. …
It's not a lie. I have friends telling me stories of Indian Immigrants in small towns like Renfrew, Eaganville, Barrie, and other smaller places in between where there following and harrassing women in small towns. And their daughters alone side them. And their are never arrested. These people have disappeared of the internet 6-8 yrs ago and are popping up in small towns and even smaller villages along the highway. Parking on private property access roads for fires and picnics with there kids. I have seen it first hand all over lanark county and across the east end heading out to Embrun and east towards Plantagenet. And for anyone to deny this..it's because you live in a bubble and never leave the city. Can't goto the Ottawa River anywhere without seeing people bathing in the runoff from our fields and confronting locals tell them to stop trashing out forest and community . All the while throwing garbage into the river and bushes wherever they stop to get out of their cars. These Indians and Muslims do not care about the rules or our country. The Immigrants have over run the country and will not leave peacefully. Ask them yourself if they will. I bet they stand defiantly in your face and tell you "no". Even when they legally do not belong here. This will cause a civil war soon enough. Canada wants it's country back. And they will get it back from the liberals and their foreign army of vagrant, Canadian hating deciples. The time of the liberals has come to and end. Canada will be great again and the liberals will be back at the bottom where they belong. Especially after what they've done to the country and its people. Disgusting that no one has done it YET!!
Identity Attack0.22631748
Insult0.083359696
Profanity0.055940874
Threat0.03373172
Severe Toxicity0.008354187
Low Tox 0.22445217 Constructive 0.597
Sep 28, 2025 1 likes IRCC Names India in Study …
I'm 70, I've been looking for a way out to escspe the same noice, unruly rule, dominance over other faith.. But after knowing that Csnada, USA face the same suffocation from Indian there i'm now …
I'm 70, I've been looking for a way out to escspe the same noice, unruly rule, dominance over other faith.. But after knowing that Csnada, USA face the same suffocation from Indian there i'm now comforting myself as better be here only hoping fot better days might come...😮
Identity Attack0.21075934
Insult0.082866095
Profanity0.049928714
Threat0.011612174
Severe Toxicity0.0074386597
Low Tox 0.21776234 Constructive 0.65 Personal_Narrative
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
WHO CARES ABOUT THE NEW RULES. They can shove them wher the sun dont shine/
WHO CARES ABOUT THE NEW RULES. They can shove them wher the sun dont shine/
Identity Attack0.0014971786
Insult0.00687323
Profanity0.00048011023
Threat0.19434026
Severe Toxicity0.00004911148
Low Tox 0.21731353
Dec 8, 2025
I don't see an invasion but a small town that has a lot of Punjabi migrants that are fleeing the persecution and discrimination but bring money and skills not driving skills and the majority do …
I don't see an invasion but a small town that has a lot of Punjabi migrants that are fleeing the persecution and discrimination but bring money and skills not driving skills and the majority do not want to go to US except that have family there. But the county could issue stricter rules for drivers. The town was less hectic before but having economic uncertainty. The punjabis are not known to be criminals nor lazy people not wanting to live with handy overs from the government. They are family, community and business oriented. Many other punjabis in Central Canada since long a go. They prefer Canada to US most of the times.
Identity Attack0.18546575
Insult0.12702756
Profanity0.030890211
Threat0.009074804
Severe Toxicity0.005607605
Low Tox 0.21241048 Constructive 0.772 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Ten years of Liberal rule — from Trudeau to Carney, Canada has gone from bad to worse.
Ten years of Liberal rule — from Trudeau to Carney, Canada has gone from bad to worse.
Identity Attack0.04306607
Insult0.16266862
Profanity0.015283971
Threat0.0067834044
Severe Toxicity0.0030326843
Low Tox 0.21107252 Low Con 0.282
Sep 29, 2025 38 likes IRCC Names India in Study …
You know, I am an immigrant myself but I have always have had a beef how other immigrants act all entitled. Immigrating is like going to live in another people's house, you have to respect …
You know, I am an immigrant myself but I have always have had a beef how other immigrants act all entitled. Immigrating is like going to live in another people's house, you have to respect the rules of that house. I hate people trying to change the rules to their convenience. I know a lot of immigrants just living off the system, I work 2 jobs and the day I was laid off I refused to collect EI out of self respect, why because I knew I could find another job. But many is like they are looking forward to get laid off or fired to collect government benefits. I couldn't believe that the police and military actually modified their customs to allow Indians to wear turbant. I applaud the people that requested in Ontario to do not wear any religious stuff, because people is only Canadian when is convenient, when not they are Muslims, Indians, etc. that's total BS you are Canadian? act like one, be one all the time; if not go back wherever you came from don't bring more problems to a place that already has more than enough
Identity Attack0.16587129
Insult0.07840354
Profanity0.08225787
Threat0.009411395
Severe Toxicity0.0065994263
Low Tox 0.21107252 Constructive 0.715 Personal_Narrative
Sep 9, 2025 Why Canadians Are Turning Against …
I'm an immigrant myself, and I brought conservative values to Canada. Why? Because I want to "Conserve" what Canada is, not change it into the third world country I'm from. I try to explain this …
I'm an immigrant myself, and I brought conservative values to Canada. Why? Because I want to "Conserve" what Canada is, not change it into the third world country I'm from. I try to explain this to many Canadians, but they go with the left. This will implode Canada from within. Even the legal system is being wrecked, you can't touch some immigrants, up to how many minority labels they can slap to themselves. I'll put the message here: study South America History and GET RID OF THE LEFT WHILE YOU CAN. The socialist elite doesn't care, they will live at the top, rich, untouchable, as long as the masses are paying the taxes. It doesn't matter if the country is in disarray. Immigration must have one golden rule: if you want to live like in your home country, you are not welcome and I'll be deported.
Identity Attack0.11047905
Insult0.08533409
Profanity0.028503597
Threat0.026307223
Severe Toxicity0.0076675415
Low Tox 0.20705862 Constructive 0.637
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
I am also an immigrant, I came here from Guyana (I am Indian) in 1986 when I was 13 years old, so I grew up here and me and my family adapted to the Canadian …
I am also an immigrant, I came here from Guyana (I am Indian) in 1986 when I was 13 years old, so I grew up here and me and my family adapted to the Canadian culture and love it. I've called this country my home for the last 40yrs and wouldn't want to live anywhere else. We live by the rules and laws of this Country as all other immigrant SHOULD. I hated it just as much when new immigrants come and try to impose their culture and way of life on us then complain when they meet resistance. It's simple, if you are planning to go live in a foreign country and you don't like or think you can handle the culture, then you shouldn't move there.
Identity Attack0.1808059
Insult0.0838533
Profanity0.03339528
Threat0.009230154
Severe Toxicity0.006713867
Low Tox 0.20265625 Constructive 0.857 Personal_Narrative
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
Foreign indian colony is faaaar better then here indian colonies with no facilities like home built in grid pattern, solid roads, footpaths & traffic rules and many more things.
Foreign indian colony is faaaar better then here indian colonies with no facilities like home built in grid pattern, solid roads, footpaths & traffic rules and many more things.
Identity Attack0.23846684
Insult0.06617179
Profanity0.025907494
Threat0.0074824756
Severe Toxicity0.007209778
Low Tox 0.20242359 Moderate Con 0.38
Sep 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
they are giving free food but the homeless don't go ask for food there because they think racially? if food is what they want im sure they will be fed, if its money for whatever …
they are giving free food but the homeless don't go ask for food there because they think racially? if food is what they want im sure they will be fed, if its money for whatever else they want prolly wont get any! Canada just needs to enforce stricter rules and deport illegals and students who can't pay for a year upfront, and fraudulent people/companies etc! Immigrants are good but the scale is not and reverse needs to be done for a while!
Identity Attack0.17303948
Insult0.076185785
Profanity0.0147374235
Threat0.009230154
Severe Toxicity0.0050354004
Low Tox 0.20102765 Constructive 0.614 Policy_Critique
Feb 8, 2026 Inside Canada's Indian Metropolis (Brampton)
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)
Canada had a chance to become our 51st state, but chose to stay under British rule and now look what a mess you have. 😢
Canada had a chance to become our 51st state, but chose to stay under British rule and now look what a mess you have. 😢
Identity Attack0.06294931
Insult0.11797678
Profanity0.020168742
Threat0.0077802283
Severe Toxicity0.0035858154
Low Tox 0.200795 Moderate Con 0.369 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
China 1.4 billion, India 1.5 billion, Africa 1.4 billion majority are poor and their countries encourage their people to leave to send back remittances, because they come from failed states. Living in a Republic/Democracy isn't …
China 1.4 billion, India 1.5 billion, Africa 1.4 billion majority are poor and their countries encourage their people to leave to send back remittances, because they come from failed states. Living in a Republic/Democracy isn't suitable for all cultures. Some cultures are just meant to live under a dictatorship. Not all cultures are equal but it's hard telling libs, feministe, progressives that. They believe everybody has equal value. Even heaven has rules to enter and there are no exceptions/illegals in heaven.
Identity Attack0.17226285
Insult0.08508729
Profanity0.029186781
Threat0.00780612
Severe Toxicity0.004825592
Low Tox 0.20032968 Constructive 0.517 Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
When it is the majority race taking over indigenous people's lands giving them new rules & regulations to follow without their input, discriminate against them, and deny them rights to property or jobs in their …
When it is the majority race taking over indigenous people's lands giving them new rules & regulations to follow without their input, discriminate against them, and deny them rights to property or jobs in their land, it's a birthright. When it's ethnic minorities with a different culture and skin tone immigrating to the land, it's an invasion.
Identity Attack0.22261032
Insult0.045007613
Profanity0.016616182
Threat0.008789998
Severe Toxicity0.004863739
Low Tox 0.20009702 Moderate Con 0.498 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
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 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 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...
Milton us slowly being taken over by Indians. One in municipal government they change rules to suit Indian interest. ie: open field at local park where kids played soccer close home to was changed to …
Milton us slowly being taken over by Indians. One in municipal government they change rules to suit Indian interest. ie: open field at local park where kids played soccer close home to was changed to Cricket field. No soccer allowed.
Identity Attack0.24970764
Insult0.062150877
Profanity0.018734055
Threat0.00951496
Severe Toxicity0.005760193
Low Tox 0.1991664 Constructive 0.521 Unverified_Claim
Jan 3, 2026 Inside Canada's Indian Metropolis (Brampton)
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)
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)
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)

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.