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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: "Indian is not only Punjab.... …" 89 comments · Page 3 of 4
Please don't say indian I feel ashamed, the so called invaders are from punjab which is the north part of india who speaks Hindi. We are from south most tip of india :kerala we don't …
Please don't say indian I feel ashamed, the so called invaders are from punjab which is the north part of india who speaks Hindi. We are from south most tip of india :kerala we don't invade any country we blend with other country's culture. And we speak "malayalam" as our language. India does consist of 28 completely different states and 22 plus different languages. Everyone is different in their culture and language spoken and the food itself. And I am also sad I came to canada from kerala to get a foreign exposure but sadly I saw more punjabis, gujaratis and many hindi language speaking north indians more than canadians😢. We keralites get the racism not from canadians but from these so called Punjabis and gujaratis the hindi speaking people. Its awful
Identity Attack0.27701542
Insult0.15343215
Profanity0.054437835
Threat0.008945347
Severe Toxicity0.009117126
Low Tox 0.26104406 Constructive 0.794 Personal_Narrative
Feb 24, 2026 Inside Canada's Indian Invasion...
I'll tell you a little secret - Indians in the rest of India also despise the Brampton set, who are mostly from random villages in Punjab. Not least because most of the remaining Khalistan sympathisers …
I'll tell you a little secret - Indians in the rest of India also despise the Brampton set, who are mostly from random villages in Punjab. Not least because most of the remaining Khalistan sympathisers (a terrorist group who wanted Punjab to become a separate homeland for Sikhs) are based here. The Khalistanis committed numerous terrorist attacks and atrocities throughout the 70s and 80s, before finally being put down for good in Operation Blue Star in 1984. Their remnants have wound up in Canada, still pushing for a terrorist ideology and independence movement in a country they've not lived in for years. Even the leader of the NDP is a Khalistan sympathiser. Diplomatic relations between India and Canada have been frosty recently for this reason.
Identity Attack0.2803029
Insult0.12702756
Profanity0.023584666
Threat0.02440793
Severe Toxicity0.008010864
Low Tox 0.25462922 Constructive 0.679 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they …
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they won't fit in the workplace culture. They've been taking the excessive handouts from the Canadian government and are slowly buying up tons of real estate. Its everywhere in canada. Brampton is just ground zero. What's it like? We just got a new Walmart down the street. They took a staff picture and it was 80% indian people. Hardly any locals got jobs there instead its mostly "new citizens" who have lived here less than a year or two. Every day there's more of them. And because of our liberal government and tax breaks and all sorts of racist allowances these people have got, they all have money and houses and new cars when they were dirt poor in India like 3 years ago. They get interest free loans from banks, they get daily per diems and housing as soon as they get here. Keep in mind tent cities are growing rapidly in Canada. And our government is spending HUGE amounts of our tax dollars to subsidize this takeover. And try living here and renting. Due to this influx, a bungalow that was 1500 a month 10 years ago, is now 4500 a month and youre renting off an Indian person. Word to the wise tho, dont even bring up the tow truck businesses. They'll shoot you And last but not least our retarded government just passed a birthright citizen law for them. So now if you come here from India even if only for a couple years, ALL subsequent offspring of yours can immediately get citizenship here no question asked. We are so fucked
Identity Attack0.28034934
Insult0.14150882
Profanity0.036651865
Threat0.008466354
Severe Toxicity0.00869751
Low Tox 0.25462922 Constructive 0.732 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
While at Conestoga College (Indian central for schools), I chatted with an Indian about Punjab. He told me they have the worst work ethic among all Indian provinces.
While at Conestoga College (Indian central for schools), I chatted with an Indian about Punjab. He told me they have the worst work ethic among all Indian provinces.
Identity Attack0.2823795
Insult0.09416737
Profanity0.042413518
Threat0.008738215
Severe Toxicity0.0065612793
Low Tox 0.25462922 Constructive 0.59 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
As a brown guy who is born and raised here, not every brown person is Indian. There are Guyanese, Trinidadians, Sri Lankans, Bengali, Nepali etc people that are in no way related, linguistically, culturally or …
As a brown guy who is born and raised here, not every brown person is Indian. There are Guyanese, Trinidadians, Sri Lankans, Bengali, Nepali etc people that are in no way related, linguistically, culturally or religiously to people from Punjab that have been here decades and respect the land, the culture and learn English. The majority of the mass migration as of late has come from one state in India. Many are good people, but many try to make Canada the home they left. Too bad the rest of us south asians and west indians are painted with this broad brush.
Identity Attack0.29188538
Insult0.07967083
Profanity0.035900343
Threat0.008401625
Severe Toxicity0.006904602
Low Tox 0.25084448 Constructive 0.762 Personal_Narrative
Feb 24, 2026 Inside Canada's Indian Invasion...
PUNJAB is NOT INDIA. PUNJABIS are NOT INDIANS.
PUNJAB is NOT INDIA. PUNJABIS are NOT INDIANS.
Identity Attack0.28034934
Insult0.0808917
Profanity0.045419596
Threat0.007754337
Severe Toxicity0.010604858
Low Tox 0.24282593 Low Con 0.242 Identity_Assertion
Oct 9, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As an Indian living in India with no plans to leave my motherland , let me tell you these guys from Punjab claiming they were suppressed in India are running an immigration scam . Claiming …
As an Indian living in India with no plans to leave my motherland , let me tell you these guys from Punjab claiming they were suppressed in India are running an immigration scam . Claiming asylum on the grounds of political persecution as soon as their boat lands on Canadian shores .
Identity Attack0.22783615
Insult0.08831572
Profanity0.01893901
Threat0.00951496
Severe Toxicity0.0050735474
Low Tox 0.23523538 Constructive 0.534 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Sikhs *ARE* Indians. Punjab *IS* in India. Just in case some Indian comes here and say "nooo they aren't Indians, they are Sikhs". As if these Sikhs don't own an Indian passport.
Sikhs *ARE* Indians. Punjab *IS* in India. Just in case some Indian comes here and say "nooo they aren't Indians, they are Sikhs". As if these Sikhs don't own an Indian passport.
Identity Attack0.2877625
Insult0.06722072
Profanity0.07191269
Threat0.009592636
Severe Toxicity0.009765625
Low Tox 0.23379272 Moderate Con 0.442 Identity_Assertion
Sep 19, 2025 22 likes Inside Canada's Indian Metropolis (Brampton)
as someone who lives in canada i don’t mind indian, punjab or whatever race at all. i like the diversity here and wouldn’t have it any other way
as someone who lives in canada i don’t mind indian, punjab or whatever race at all. i like the diversity here and wouldn’t have it any other way
Identity Attack0.28034934
Insult0.04910661
Profanity0.03690237
Threat0.00780612
Severe Toxicity0.007896423
Low Tox 0.22579013 Constructive 0.515
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
As an Indian I agree with the stance Tyler has made, but I also saw a comment saying "Wanting your country to not turn into India is not racist." definitely it isn't but do you …
As an Indian I agree with the stance Tyler has made, but I also saw a comment saying "Wanting your country to not turn into India is not racist." definitely it isn't but do you know what is suggestively r@c!st? When the bloke mentioned 'Motherland Punjab' the editor snapped to a cliche dirty road that seems to be Indian.
Identity Attack0.22935481
Insult0.08558089
Profanity0.069969244
Threat0.010032792
Severe Toxicity0.0062942505
Low Tox 0.21374844 Constructive 0.762 Moral_Argument
Jan 28, 2026 3 likes 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’m a second gen Indian in Canada born in USA. It’s become so us vs them between locals and immigrants, that Im caught in the middle, I belong no where and everywhere. There’s no room …
I’m a second gen Indian in Canada born in USA. It’s become so us vs them between locals and immigrants, that Im caught in the middle, I belong no where and everywhere. There’s no room for my voice, because I’m no different then any Canadian or American in how I act but nothing separates me from Punjab and Kashmir other than accident of birth and one generation. My English is NE United States, my French Québécois, my Hindi Dehli,Punjabi Jalandar, Urdu Lahori, and Turkish Ankara. I speak six languages and I’m fluent in none, I’m from three countries yet none of them want me. It would be great if more of these types of investigations included our voices, as we’re neither here nor there yet caught in the middle of all of this.
Identity Attack0.18903255
Insult0.082619295
Profanity0.030138692
Threat0.009126588
Severe Toxicity0.008964539
Low Tox 0.1996317 Constructive 0.806 Personal_Narrative
Jan 28, 2026 1 likes 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...
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 …
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)
See the thing is cultural shock... First of all the sikhs come from a very conservatives cultural and so in cannada the britishers and french settler earlier so their will be a cultural shock... And …
See the thing is cultural shock... First of all the sikhs come from a very conservatives cultural and so in cannada the britishers and french settler earlier so their will be a cultural shock... And , The main point is the Sikh genocide , so particuarally in 1980's their was a fight between Indian government and radical sikh group to make another own country. So in the civil war our government launched Operation Blue Star in this the holyiest place the Golden temple for sikhs was attacked by Indian army and killed the main terrosist and somehow the main part of Golden Templen was burn.. So then the Sikhs were very government. Then, our prime minister Indhira Ghandhi was assisinate by their sikh body guard and then bcz she was very influencial person, people started riots and revoluting again the Sikhs , like in the main cities like the capital New Delhi people throw stones and boycott the Sikhs and the goverment stop funding their state PUNJAB so their was low job oppurnities and they economically.. So a mass migeration movement happen that every sikh families were moving in Cannada for good quality of Life....
Identity Attack0.20878418
Insult0.06477321
Profanity0.023584666
Threat0.02924249
Severe Toxicity0.0064468384
Low Tox 0.1883923 Constructive 0.686
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
As somebody from southern Indian state of Kerala , I don't relate to any of these. This is pure Punjab, the original Punjab that spreads across West India and Pakistan. It's their culture, language, food …
As somebody from southern Indian state of Kerala , I don't relate to any of these. This is pure Punjab, the original Punjab that spreads across West India and Pakistan. It's their culture, language, food religion etc. and belive me they can be a nuisance too. They are a people who refuse to change.
Identity Attack0.1232452
Insult0.0777699
Profanity0.04742365
Threat0.008505191
Severe Toxicity0.0044441223
Low Tox 0.17631748 Constructive 0.735 Personal_Narrative
Feb 6, 2026 Inside Canada's Indian Invasion...
Just so you know, lots of indians, punjabis come to canada because its cheap ans easy too get too from the punjab region.
Just so you know, lots of indians, punjabis come to canada because its cheap ans easy too get too from the punjab region.
Identity Attack0.22261032
Insult0.053791173
Profanity0.020988565
Threat0.0068287146
Severe Toxicity0.004081726
Low Tox 0.17371799 Moderate Con 0.44 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
There are two punjabs the real punjab is in india and one punjab is in pakistan so ask them because indian punjabi will never say tey come from punjab they say they come from india
There are two punjabs the real punjab is in india and one punjab is in pakistan so ask them because indian punjabi will never say tey come from punjab they say they come from india
Identity Attack0.20680901
Insult0.0623257
Profanity0.06295506
Threat0.011560392
Severe Toxicity0.009651184
Low Tox 0.1641865 Moderate Con 0.349 Identity_Assertion
Feb 12, 2026 Inside Canada's Indian Invasion...
Canada let in pubjabis from the smallest of villages in Punjab and now all Indians are depicted like this. It’s so sad that Indians in general are scapegoated when it’s the government, particularly IRCC’s fault …
Canada let in pubjabis from the smallest of villages in Punjab and now all Indians are depicted like this. It’s so sad that Indians in general are scapegoated when it’s the government, particularly IRCC’s fault for not adequately enforcing their guidelines or doing their due diligence with who they let into the country.
Identity Attack0.17070955
Insult0.058475737
Profanity0.015386449
Threat0.0075083673
Severe Toxicity0.003528595
Low Tox 0.16043124 Constructive 0.547
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Punjab is not India. They are not considered themselves as Indian
Punjab is not India. They are not considered themselves as Indian
Identity Attack0.17070955
Insult0.033019636
Profanity0.035399333
Threat0.007857903
Severe Toxicity0.0051116943
Low Tox 0.1587729 Low Con 0.232 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
8:38 Did they move out from India to Canada because of their demand of Khalistan . Simply answer is —- A big NO . They were taken there by British in world war as a …
8:38 Did they move out from India to Canada because of their demand of Khalistan . Simply answer is —- A big NO . They were taken there by British in world war as a worker and some sort of soldier , but they were not the only indian, but some others not from Punjab also went there . Yeah, punjabi sikh are more in number , they have organised groups and institutions there . Some are anti India and some are not , but normal Indians go there seeking more opportunities and income .
Identity Attack0.14233272
Insult0.035333443
Profanity0.017914234
Threat0.007961469
Severe Toxicity0.003604889
Low Tox 0.14429577 Constructive 0.601 Comparative_Framing
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
Most of Indians who call themselves Punjabi don't even wanna acknowledge that Punjab is not a country but a state that belongs to India. So why don't you just say Punjab India? Only Punjab.
Most of Indians who call themselves Punjabi don't even wanna acknowledge that Punjab is not a country but a state that belongs to India. So why don't you just say Punjab India? Only Punjab.
Identity Attack0.13377325
Insult0.035443626
Profanity0.02030538
Threat0.00713294
Severe Toxicity0.0038337708
Low Tox 0.13388206 Moderate Con 0.304 Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.