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Canadian Immigration Dashboard [ CID ]
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: "So Punjab is not a …" 274 comments · Page 7 of 11
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...
When are you people are going to wake up and see the reality , this is staged by your own government to destroy your way of life it's dictated by Davos this is why it's …
When are you people are going to wake up and see the reality , this is staged by your own government to destroy your way of life it's dictated by Davos this is why it's just NATO countries affected , I don't want this country to turn to Punjab or any country that have no rule of laws , why do you think when criminals get arrested they walk out the back door , do you people ever think ?????? I guess not , this goes for housing education healthcare and cost of living
Identity Attack0.068465814
Insult0.12883772
Profanity0.030389199
Threat0.01698343
Severe Toxicity0.008087158
Low Tox 0.2540519 Moderate Con 0.423 Unverified_Claim
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Canada become a Khalistan or Punjab
Canada become a Khalistan or Punjab
Identity Attack0.27914262
Insult0.110259406
Profanity0.04491858
Threat0.017328756
Severe Toxicity0.01644827
Low Tox 0.25084448 Low Con 0.186 Fear_Threat
Feb 3, 2026 Inside Canada's Indian Invasion...
Well Canada is paying what your government has designed to disturb India... I want to say one thing shortly, if this Sikh people in Canada today calling Punjab instead India as their motherland because they …
Well Canada is paying what your government has designed to disturb India... I want to say one thing shortly, if this Sikh people in Canada today calling Punjab instead India as their motherland because they want khalistan. I am sure day will come when this Canadian Sikh will address themselves as Brampton instead of Canadian once they grow in large numbers.
Identity Attack0.2808415
Insult0.0820023
Profanity0.023721304
Threat0.0130621
Severe Toxicity0.008506775
Low Tox 0.24924077 Moderate Con 0.465 Fear_Threat
Jan 28, 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)
Send them to punjab one by one
Send them to punjab one by one
Identity Attack0.1294935
Insult0.16780703
Profanity0.078378424
Threat0.14802226
Severe Toxicity0.020644438
Low Tox 0.23667802 Low Con 0.17 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Go back to punjab
Go back to punjab
Identity Attack0.1769227
Insult0.24287975
Profanity0.09195647
Threat0.029933142
Severe Toxicity0.018449519
Low Tox 0.23667802 Low Con 0.21 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
Is it Punjab invasion 😂 rather than, india as a whole 😂
Is it Punjab invasion 😂 rather than, india as a whole 😂
Identity Attack0.24150419
Insult0.06889887
Profanity0.087430455
Threat0.014393489
Severe Toxicity0.016319158
Low Tox 0.23451406 Low Con 0.195 Humor_Satire
Jan 27, 2026 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...
Without india their is no punjab 😮be proud to say india instead of punjab, with ur punjab pancard or aadhar card u can't travel
Without india their is no punjab 😮be proud to say india instead of punjab, with ur punjab pancard or aadhar card u can't travel
Identity Attack0.24293575
Insult0.16195811
Profanity0.07126612
Threat0.016120117
Severe Toxicity0.01896597
Low Tox 0.22311419 Moderate Con 0.381 Identity_Assertion
Feb 11, 2026 1 likes Inside Canada's Indian Invasion...
Punjab suppressed haha next joke please
Punjab suppressed haha next joke please
Identity Attack0.17614605
Insult0.16480011
Profanity0.09775851
Threat0.054947287
Severe Toxicity0.020127986
Low Tox 0.22043827 Moderate Con 0.348 Humor_Satire
Jan 27, 2026 1 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...
Canada turned to CanIndia. I used to live in Calgary and I was completely surprised by the amount of punjab people. Canada is already cooked
Canada turned to CanIndia. I used to live in Calgary and I was completely surprised by the amount of punjab people. Canada is already cooked
Identity Attack0.20483385
Insult0.07935401
Profanity0.041912504
Threat0.008686432
Severe Toxicity0.0077438354
Low Tox 0.2043827 Constructive 0.543 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The biggest mistake of these Diploma Mill schools was that they allowed tuition refund which was grossly abused by these people from Punjab
The biggest mistake of these Diploma Mill schools was that they allowed tuition refund which was grossly abused by these people from Punjab
Identity Attack0.17536941
Insult0.113185234
Profanity0.056441884
Threat0.01052473
Severe Toxicity0.0075531006
Low Tox 0.2028889 Low Con 0.259 Unverified_Claim
Dec 25, 2025 Deportations From Canada at Their …
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...
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 …
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...
This is happening all over California. Especially if Fresno. There are thousands from Punjab and haryana. They are the worst drivers. They’re always on the phone. They can get a California state I’d and drivers …
This is happening all over California. Especially if Fresno. There are thousands from Punjab and haryana. They are the worst drivers. They’re always on the phone. They can get a California state I’d and drivers license with only providing one name. Most of the I.d.s will actually say “no first name” or “no name given”where first or last name goes but will have just one name on i.d.
Identity Attack0.10221587
Insult0.08582769
Profanity0.02119352
Threat0.00823333
Severe Toxicity0.0049591064
Low Tox 0.19409354 Constructive 0.55 Unverified_Claim
Jan 27, 2026 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)

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.