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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: "They say " punjab " …" 45 comments · Page 2 of 2
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)
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...
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...
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 …
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...
Candan sikhs are saying : I am from Punjab Candan Hindus are saying : Iam from India.
Candan sikhs are saying : I am from Punjab Candan Hindus are saying : Iam from India.
Identity Attack0.19495805
Insult0.070482984
Profanity0.07708528
Threat0.011819307
Severe Toxicity0.012207031
Low Tox 0.17371799 Moderate Con 0.383 Identity_Assertion
Jan 28, 2026 2 likes 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...
Why are these people saying Punjab? Say india! God!
Why are these people saying Punjab? Say india! God!
Identity Attack0.116281845
Insult0.042665333
Profanity0.052183274
Threat0.011042561
Severe Toxicity0.008087158
Low Tox 0.16158698 Low Con 0.229 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Why punjabis say they from punjab 😂😂 not india
Why punjabis say they from punjab 😂😂 not india
Identity Attack0.16159154
Insult0.07903719
Profanity0.07805514
Threat0.010032792
Severe Toxicity0.010910034
Low Tox 0.15158679 Low Con 0.225
Jan 27, 2026 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...
As an Indian living in India, I’d say it was your country’s government’s problem and mistake, similar to what the UK is doing now. Aside from government or policies, Indians immigrating to Canada is something …
As an Indian living in India, I’d say it was your country’s government’s problem and mistake, similar to what the UK is doing now. Aside from government or policies, Indians immigrating to Canada is something that dates back to the British era, when Britain sent a group of Indians, specifically Sikhs, for security or labor work in Canada. This started the trend of Sikhs (turban-wearing ones) moving there. In modern times, the West was richer in terms of education and infra compared to Asia, which attracted many normal students and families immigrants also. Canada and America were built by immigrants, but now things are saturated, which I understand, and that’s where the resentment comes from. The majority Sikh state ( punjab) in India is still behind in development and job wise cooperation, and the historical pattern from the British era of moving to Canada for a better life has become a norm for many young people there. The close, collaborative nature of Sikhs—like a cousin in Canada inviting another cousin from India to come over, open a shop, work together, or share housing—is another reason many don’t hesitate to immigrate. These are some of the reasons behind mass immigration from India. Now, with saturation, the resentment toward immigration has grown. India itself faces issues with immigrants who live off our taxes, take rights meant for native children, and abuse policies, laws, or the environment. At least Canada has better-off immigrants—educated and contributing to the economy. While some may depend on taxes, most are hardworking and self-sufficient; otherwise, Canada’s economy would have collapsed by now. In end i can understand the hatred but you guys should stop this yourselves - not hunting them but prevent more.
Identity Attack0.11280017
Insult0.047935467
Profanity0.017504321
Threat0.0074048014
Severe Toxicity0.0031280518
Low Tox 0.13041082 Constructive 0.817 Comparative_Framing
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
To all foreigners reading this, india is not a monolith, india is very diverse, not all states are like punjab and haryana who, sorry to say but quite frankly deteriorate the image of india overseas. …
To all foreigners reading this, india is not a monolith, india is very diverse, not all states are like punjab and haryana who, sorry to say but quite frankly deteriorate the image of india overseas. Remember up bihar jharkhand punjab and haryana are the red flags especially punjab and haryana. The rest of india is decent.
Identity Attack0.10221587
Insult0.047935467
Profanity0.022013342
Threat0.008414571
Severe Toxicity0.004119873
Low Tox 0.1140901 Constructive 0.571 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I explained this a while ago technically he’s not trafficking people across the boarder it’s a loop hole. He drives you as if a uber would and you illegally cross yourself it’s just a punjab …
I explained this a while ago technically he’s not trafficking people across the boarder it’s a loop hole. He drives you as if a uber would and you illegally cross yourself it’s just a punjab scheme. This is how this has been operating at a large scale for so long. If you want more info feel free to get in touch. They essentially give you guidance on how to do so, orchestrate most of it by setting up a temporary air b&b “the safe house” etc. everything has reasoning behind it where it falls in that grey area. In the end you cross the boarder by yourself they don’t help you cross and all the risk is on you. They delete the chats and point the finger saying “this guy just needed a ride and a place to stay”
Identity Attack0.020882076
Insult0.04383647
Profanity0.03915693
Threat0.009230154
Severe Toxicity0.0036811829
Low Tox 0.10826672 Constructive 0.711
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Next time you should ask them why they say they are from Punjab rather than from India, this is only religion in India 🇮🇳 who resonates themselves as a state of India which is Punjab. …
Next time you should ask them why they say they are from Punjab rather than from India, this is only religion in India 🇮🇳 who resonates themselves as a state of India which is Punjab. I am sure Punjab didn’t issue them Passports it’s India.
Identity Attack0.099899694
Insult0.028832749
Profanity0.01805087
Threat0.007573096
Severe Toxicity0.003452301
Low Tox 0.104795754 Constructive 0.545 Question
Jan 28, 2026 Inside Canada's Indian Invasion...
Punjab??? Why don't they say INDIA???
Punjab??? Why don't they say INDIA???
Identity Attack0.047706615
Insult0.018129934
Profanity0.020920247
Threat0.0076119336
Severe Toxicity0.0028800964
Low Tox 0.06381883 Low Con 0.264 Identity_Assertion
Feb 20, 2026 1 likes Inside Canada's Indian Invasion...
Many Punjabis say from Punjab whereas the rest say from India.
Many Punjabis say from Punjab whereas the rest say from India.
Identity Attack0.052490227
Insult0.017807651
Profanity0.019212283
Threat0.006925808
Severe Toxicity0.0017642975
Low Tox 0.049831573 Low Con 0.293 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
"Punjab" is an Indian State. I do not know why they say that they are from Punjab.
"Punjab" is an Indian State. I do not know why they say that they are from Punjab.
Identity Attack0.037394293
Insult0.014390918
Profanity0.01982715
Threat0.0072365063
Severe Toxicity0.0017261505
Low Tox 0.044388983 Moderate Con 0.424 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Fun Fact - Punjab exists in both India and Pakistan, so People saying that they're from Punjab is a good cover to not say which country they're from.
Fun Fact - Punjab exists in both India and Pakistan, so People saying that they're from Punjab is a good cover to not say which country they're from.
Identity Attack0.026408968
Insult0.013592913
Profanity0.016137952
Threat0.00704232
Severe Toxicity0.0012588501
Low Tox 0.03592727 Moderate Con 0.436 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Why do they keep saying Punjab that territory and province is in India.
Why do they keep saying Punjab that territory and province is in India.
Identity Attack0.023193322
Insult0.011692902
Profanity0.013849284
Threat0.0069387536
Severe Toxicity0.0012874603
Low Tox 0.032627538 Low Con 0.255 Question
Jan 27, 2026 1 likes 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.