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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: ""we have the more upper …" 58 comments · Page 2 of 3
if you see Indian in your country just remember.. 99% indians in Canada, UK US Europe Aus NZ belongs to Upper Caste.. They don't have the right to talk about Racism.. just search Manipur Violence.. …
if you see Indian in your country just remember.. 99% indians in Canada, UK US Europe Aus NZ belongs to Upper Caste.. They don't have the right to talk about Racism.. just search Manipur Violence.. Daily Thousands of incidents,atrocities are happening on Christians, Backward Castes Scheduled Castes, Tribes in India..
Identity Attack0.46028158
Insult0.24561718
Profanity0.043916557
Threat0.04363242
Severe Toxicity0.023076924
Moderate 0.37795907 Moderate Con 0.47 Identity_Assertion
Oct 2, 2025 1 likes IRCC Names India in Study …
Upper class????? I see them in California: ALL SCAMMERS buying BRAND NEW HOUSES!!! How come??!!!?? Cash transactions: no record, evade taxes!!!!
Upper class????? I see them in California: ALL SCAMMERS buying BRAND NEW HOUSES!!! How come??!!!?? Cash transactions: no record, evade taxes!!!!
Identity Attack0.060675595
Insult0.40420914
Profanity0.035399333
Threat0.007637825
Severe Toxicity0.008277893
Moderate 0.37751234 Moderate Con 0.372 Unverified_Claim
Feb 10, 2026 Inside Canada's Indian Invasion...
“The upper class of the Indians” 😅💀
“The upper class of the Indians” 😅💀
Identity Attack0.38208112
Insult0.16802633
Profanity0.14666493
Threat0.013321015
Severe Toxicity0.023076924
Moderate 0.3389984 Low Con 0.252 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Upper class 😂😂😂too much criminal
Upper class 😂😂😂too much criminal
Identity Attack0.042292643
Insult0.24928534
Profanity0.08549073
Threat0.013579931
Severe Toxicity0.01322045
Moderate 0.3389984 Low Con 0.276 Humor_Satire
Feb 26, 2026 Inside Canada's Indian Invasion...
Majority Indian and pakistani have migrated to Canada are from lower social strata worked a truck drivers , cab drivers . That is why canada has khalistani dominance. Upper caste Punjabi ( Khatri Brahmins Kshatriya) …
Majority Indian and pakistani have migrated to Canada are from lower social strata worked a truck drivers , cab drivers . That is why canada has khalistani dominance. Upper caste Punjabi ( Khatri Brahmins Kshatriya) are majority in UK running business ( Rishi Saunak - Kshatriya ) USA is full of Maharashtrian literate class brahmins ,kshatriya and not concentrated in one place rather every state . New York Atlanta Ohio Texas has Lewa Patidar Zorastrian Parsis in high no. It is khalistani ( more or less similar to afgan pakistani muslims) mentality of creating mob and disrupting law and order.
Identity Attack0.39461556
Insult0.24928534
Profanity0.17566866
Threat0.0347677
Severe Toxicity0.023076924
Moderate 0.3286776 Constructive 0.546
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
lol no fatso these are not the upper class Indians. These are farmers and other lower-class people that escape India and go to Canada. The upper-class Indians are either in India or in the US …
lol no fatso these are not the upper class Indians. These are farmers and other lower-class people that escape India and go to Canada. The upper-class Indians are either in India or in the US because that's where they go with their college degrees to make money. But Canada is very lucky to even have these people. What most people around the world do not understand is that without immigration, countries like Canada have negative population growth, and their economies would collapse. There would not be anybody to work in Tim Hortons or any service positions at anywhere near reasonable prices. Indians do not try to actively change the local culture like Muslims do which our fatso also noted and they do not go on welfare. All of them add to the economy. Which Fatso I'm sure is also doing just like them as he delivers Uber Eats or whatever it is to them as they do the more complicated work. Let's just hope the bike doesn't give in before the next delivery. The Indians need their curry delivered.
Identity Attack0.29798782
Insult0.24767025
Profanity0.08807703
Threat0.008259222
Severe Toxicity0.0125103295
Moderate 0.31825066 Constructive 0.768 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
That guy with the bike needs a delicate upper cut.. he'll lie down to think it over
That guy with the bike needs a delicate upper cut.. he'll lie down to think it over
Identity Attack0.015254694
Insult0.12159709
Profanity0.104876526
Threat0.2836219
Severe Toxicity0.01683561
Moderate 0.30716252 Low Con 0.222 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Pls understand the whitr man said ia correct so many upper class hindus there they merged to canadian culture
Pls understand the whitr man said ia correct so many upper class hindus there they merged to canadian culture
Identity Attack0.37222284
Insult0.100019015
Profanity0.04667213
Threat0.008505191
Severe Toxicity0.010147095
Moderate 0.30452284 Constructive 0.558 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
In fact, the old man does not know that the so-called upper class eats cow dung and drinks cow urine. The so-called lower class does not do that.
In fact, the old man does not know that the so-called upper class eats cow dung and drinks cow urine. The so-called lower class does not do that.
Identity Attack0.10221587
Insult0.19225755
Profanity0.13608865
Threat0.009696201
Severe Toxicity0.01159668
Moderate 0.30136615 Low Con 0.219 Unverified_Claim
Feb 25, 2026 Inside Canada's Indian Invasion...
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people …
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people also forgot how rich India was before united kingdoms invasion and how the British empire stole all the valuable resources from India like gold and used it for the development of London. So pls I am respectful don't be racist towards other countries. All are equal made by god just separated by borders of countries but live in the same soil which is our earth. It's also a fact that the people who have enough money or are rich in India live a good life where the infrastructure is good the people are good like the system in upper castes. Whereas the poor people are the ones which have to suffer as generally they are low castes and don't get jobs offered in India as they face caste discrimination and so they get involved in illegal activities like scam call centres and robbery to get some money. The foreigners only see the bad side of India and the bad people who are poor and have to earn something for their family to survive. So pls I know that the things these are doing are illegal or bad but still don't blame whole India for it as those people are very poor have nothing to eat and so they get lured by strangers into doing these things. I can easily say tyler is racist because it's just bad things about India that he shows like the photo of punjab he shows like a random street in punjab a person is driving in motorcycle and there is garbage all around and not showing the golden temple or beautiful places there. I know the people should point out the mistakes of a country like dirty places there but like all the images shown of the country are dirty and not a single picture is good about it even though there are many. That clearly racist and the motive is clearly here to disrespect the countrys image
Identity Attack0.25478655
Insult0.18604483
Profanity0.056441884
Threat0.00933372
Severe Toxicity0.010223389
Low Tox 0.2922276 Constructive 0.76 Moral_Argument
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
0:14 “we might have the upper class of Indian here” 😅😅😅
0:14 “we might have the upper class of Indian here” 😅😅😅
Identity Attack0.29951343
Insult0.075868964
Profanity0.08452088
Threat0.020609349
Severe Toxicity0.015931819
Low Tox 0.2855005 Low Con 0.29 Humor_Satire
Feb 26, 2026 Inside Canada's Indian Invasion...
14:39 Not convincing. What if someone is atheist or agnostic or any kind of irreligious? And what about "negating" people from lower castes? I bet this Hindu Sabha's leadership, priestly and staff positions are all …
14:39 Not convincing. What if someone is atheist or agnostic or any kind of irreligious? And what about "negating" people from lower castes? I bet this Hindu Sabha's leadership, priestly and staff positions are all composed exclusively of upper caste hindus. They're bringing it here.
Identity Attack0.36702603
Insult0.08434689
Profanity0.031641733
Threat0.010421164
Severe Toxicity0.008773804
Low Tox 0.2854903 Moderate Con 0.447 Policy_Critique
Sep 18, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work …
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work properly or look for jobs in India; they just prefer going to Canada. I don’t know what kind of jobs they get there. Some of them go there depending on relatives, and some go illegally, which is completely wrong. Because I want to say one true thing about Indian people: there is very little civic sense in India. Yes, if they belong to the upper class, then they may have some civic sense, but in the lower and middle class, civic sense is very low. That’s why wherever they go, they behave the same way they think, without caring that they are in another country. They don’t care about respecting that country or adjusting to its culture. Instead, they try to impose their own culture everywhere. They want to create their own space everywhere and put their own things everywhere. But if foreigners come to India and live here permanently, they just do their work and live normally. Even if they do something publicly to promote their own culture, Indians will immediately go against them. But I haven’t seen the same reaction outside. People there should also oppose this; otherwise, Indians will really spread everywhere in the same way.
Identity Attack0.36702603
Insult0.16773392
Profanity0.062454045
Threat0.009644418
Severe Toxicity0.012359619
Low Tox 0.28547668 Constructive 0.67 Identity_Assertion
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
My Man you're a victim of Caste System as we face everyday in India. There is no inclusivity in India. Only the Upper Castes rule the roost, mainly Brahmins. Beware of them. They don't give …
My Man you're a victim of Caste System as we face everyday in India. There is no inclusivity in India. Only the Upper Castes rule the roost, mainly Brahmins. Beware of them. They don't give jobs to other castes at all. It's written in the Gita, Ramayana, etc that's why.
Identity Attack0.34000012
Insult0.107333586
Profanity0.058445938
Threat0.013424582
Severe Toxicity0.014059683
Low Tox 0.26859093 Constructive 0.574
Aug 31, 2025 2 likes Why Canadians Are Turning Against …
4:11 funniest shet I've heard , as a Indian 😂 Upper class will travel on business class there , buy a mansion or something Middle class would move there legally for job or education They …
4:11 funniest shet I've heard , as a Indian 😂 Upper class will travel on business class there , buy a mansion or something Middle class would move there legally for job or education They don't have to move there illegally Also watching so far , that doesn't look like a foreign country to me , L to Canada
Identity Attack0.19495805
Insult0.082619295
Profanity0.17008601
Threat0.0091524795
Severe Toxicity0.01302678
Low Tox 0.2553839 Moderate Con 0.486 Humor_Satire
Feb 13, 2026 Inside Canada's Indian Invasion...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Canada no longer feels the same as a result of the Indian invasion, even if the “upper class” immigrants are coming here. I now even see Bollywood ads at my local mall. Now local fast …
Canada no longer feels the same as a result of the Indian invasion, even if the “upper class” immigrants are coming here. I now even see Bollywood ads at my local mall. Now local fast food chains are offering “masala” options, for obvious demographic reasons
Identity Attack0.29798782
Insult0.07396803
Profanity0.016821137
Threat0.0072365063
Severe Toxicity0.006752014
Low Tox 0.25462922 Moderate Con 0.464
Jan 27, 2026 Inside Canada's Indian Invasion...
Someone must have given wrong information to the bicycle uncle, he does not know that only upper caste people eat cow dung.
Someone must have given wrong information to the bicycle uncle, he does not know that only upper caste people eat cow dung.
Identity Attack0.16993292
Insult0.12702756
Profanity0.057443913
Threat0.009178371
Severe Toxicity0.006713867
Low Tox 0.24603334 Low Con 0.299 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Bro they are upper class Indians they are normal as people live in India.
Bro they are upper class Indians they are normal as people live in India.
Identity Attack0.27759558
Insult0.08434689
Profanity0.077731855
Threat0.009411395
Severe Toxicity0.012054443
Low Tox 0.2412222 Low Con 0.188 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
These are not upper class Indian but more of middle class. Upper class end up in US/ Silicon Valley
These are not upper class Indian but more of middle class. Upper class end up in US/ Silicon Valley
Identity Attack0.26155844
Insult0.07016616
Profanity0.04642162
Threat0.009204263
Severe Toxicity0.0075912476
Low Tox 0.22177623 Low Con 0.198 Comparative_Framing
Feb 22, 2026 Inside Canada's Indian Invasion...
Youve just all the niche for your own yearly income a begining niche of this land was upper class youve ruined angelos niche by producing it what gah
Youve just all the niche for your own yearly income a begining niche of this land was upper class youve ruined angelos niche by producing it what gah
Identity Attack0.009249465
Insult0.08533409
Profanity0.039407436
Threat0.007197669
Severe Toxicity0.004386902
Low Tox 0.20172562 Low Con 0.178 Meta_Commentary
Jan 6, 2026 New rules, regulations take effect …
Trying to be PC here but there is a socio-economic and possible hygíene difference I believe between Sikh and Hindu Indians. A least thinking of the ones here in California the Sikhs tend to be …
Trying to be PC here but there is a socio-economic and possible hygíene difference I believe between Sikh and Hindu Indians. A least thinking of the ones here in California the Sikhs tend to be upper middle class, the other are often the sc@mmers ... But it seems like they all own rundown hotels and motels...and mini marts
Identity Attack0.25478655
Insult0.06652143
Profanity0.04667213
Threat0.008414571
Severe Toxicity0.007019043
Low Tox 0.19986437 Constructive 0.689 Unverified_Claim
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Yep. Nb here. My country is Unrecognizable! I live I'm a upper class area in a housing crisis. I have at least 500 immigrants in my neighborhood. Our schools are a mess. Our Canadian children …
Yep. Nb here. My country is Unrecognizable! I live I'm a upper class area in a housing crisis. I have at least 500 immigrants in my neighborhood. Our schools are a mess. Our Canadian children have no help. I'm blown away bc I've never experienced anything like it. Tax payes pay this!
Identity Attack0.12208464
Insult0.06826523
Profanity0.020510335
Threat0.006874025
Severe Toxicity0.0045394897
Low Tox 0.19219314 Constructive 0.769
Sep 9, 2025 1 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...
I wonder if they discussed how when Indian students who unalive themselves in Canada, the deaths are not treated as such. There are many families who have the remains of their kids (usually young males) …
I wonder if they discussed how when Indian students who unalive themselves in Canada, the deaths are not treated as such. There are many families who have the remains of their kids (usually young males) repatriated and the death is left unclear. The gov’t of Canada has been obfuscating many such deaths. Was it the Canadian govt fully at fault for the deaths? Not quite… these students are often met with predatory individuals who take advantage of their vulnerable situations: such as predatory landlords who have sometimes 15 or more students renting one house, or unjust working conditions because the employer knows that the immigrants citizenship hopes are tied to the job, etc etc. Ultimately, it’s the Canadian government turning a blind eye to these realities and trying to make the deaths appear due to things other than unalive attempts. This shouldn’t be surprising considering the way the Canadian government has been pushing dystopian legislation around their medically assisted dying program (MAiD). Canada’s medically assisted dying program has the least guardrails of any program of that type in other countries. Not just this, but the legislation for MAiD comes at a time when Canada’s healthcare and mental healthcare systems are collapsing. Trudeau said he would address this with one his re-election promises in 2021: he promised 5 billion for mental health programs. I’ve worked in the field for almost 20 years with youth and that money never arrived, nor has any serious attempt to fund programs occurred since the brutal Canadian pandemic policies massively exacerbated the youth mental health crisis. Perhaps one day someone will be able to trace how the 5 Billion promised was send off in provincial transfers that did not benefit any programs and likely only helped pay for all the upper management, because Canada’s healthcare, education and mental health care systems are absurdly top-heavy. Canada becomes moral dystopian by the day, with regular folks (working class, blue collar, low-income) bearing the burden. Everyday more people join the rank of the oppressed regular people while a few who work in the government or favored industries are overpaid and the stats around all of this corruption are further obfuscated and buried. And as all this occurs, you see bureaucrats like the on in this video smug in their knowledge that most Canadians will never learn how dark the truth is.
Identity Attack0.10221587
Insult0.06722072
Profanity0.018734055
Threat0.024235269
Severe Toxicity0.004386902
Low Tox 0.165053 Constructive 0.679
Sep 30, 2025 1 likes IRCC Names India in Study …

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.