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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: "“The upper class of the …" 40 comments · Page 2 of 2
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...
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...
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...
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 …
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 …
That upper class is Sikh. 😊
That upper class is Sikh. 😊
Identity Attack0.11396073
Insult0.06477321
Profanity0.039407436
Threat0.009307829
Severe Toxicity0.008659363
Low Tox 0.16043124 Moderate Con 0.316 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
"Upper class of India"... there's a cast system.
"Upper class of India"... there's a cast system.
Identity Attack0.10221587
Insult0.03158728
Profanity0.02167175
Threat0.008738215
Severe Toxicity0.004005432
Low Tox 0.11316007 Low Con 0.204 Comparative_Framing
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the …
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the queen’s english. To work, the expectation is you’re able to communicate effectively with whoever you’re interfacing. These folks come here, make zero attempt to improve or learn English or French - the national languages. They go home after the day is done, revert to their native tongue. How would you ever perfect something like a language without some degree practice and immersion? And they do this with their generations. The 1st and sometimes 2nd generation kids will speak their native tongue first, before learning English or French. It’s like the language they should speak to effectively work and live in Canada is an accessory. The govt at all levels encourage this by having driving tests and forms in other languages. And don’t get me started on the pockets - Brampton for example. The politicians kowtow to the voters and give in to them having huge temples, and nonstandard shopping complexes. It’s a running joke how many Indians will be living in the same house, renting from other Indians collecting money under the table in completely unsanctioned and illegal rental scenarios. Companies set up by Indians, to service Indians. So they don’t even care to present as Canadian business with English / French. I’m in the midst of charting my family’s exit from Canada. It’s become something entirely unrecognizable. Where those who know how to game the system get ahead, those of us who play the rules - stay behind. I’ve worked my way up to being upper middle class. I’m about done paying for Indian “students” who later claim to be refugees. Who are now claiming to be in gay relationships, to support their refugee cases. It’s all a joke.
Identity Attack0.06431354
Insult0.035443626
Profanity0.026317406
Threat0.0073789097
Severe Toxicity0.0031089783
Low Tox 0.11161 Constructive 0.681 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
TBF most of them are good people, and want a better life. I have no quarrels against that but I think maybe 5 figures a year is lots, not this 800k+. That being said, most …
TBF most of them are good people, and want a better life. I have no quarrels against that but I think maybe 5 figures a year is lots, not this 800k+. That being said, most of them here are relatively upper middle class since its not cheap to emigrate from India.
Identity Attack0.09659086
Insult0.025413504
Profanity0.02973333
Threat0.007598988
Severe Toxicity0.00333786
Low Tox 0.10783285 Constructive 0.668 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good …
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good jobs and I speak English like a native. I got my PR in 2015 and I remember the painful uphill battle I had to go through just get that. All the bureaucracy, redtape, unnecessarily rigid rules, high cost and long wait I received from CIC/IRCC felt like a humiliation to me. Every document was scrutinized and every step had obstacle that fealt unreasonable (my TOEFL examiner ask me why I had to do the language test required by CIC, and I had to visit a notary to validate my Chinese national ID card). It felt uneasy but I understood that these were the rules that everyone had to go through, and moving and integrating into a new society was never meant to be easy. I went back to Canada in 2021 and 2024, and it was evident that the country I once called home had gone down the hill. The streets were screaming crime, unemployment, inflation, drug and filth, it's total social rot. As someone who went through the whole immigration process (and many of my friends who went through the same have left Canada for good, like myself), I attribute much of this to failed immigration policy. I cannot help but feel confused, angry, betrayed and humiliated when I look at the recent immigration policies of Canada and their results, and compare with what I had to go through. The feeling sums up to: Canada penalizes the hard-working and law-abiding people, and rewards the undeserved and the cheaters. Example: when the US creates wars in the Middle East, why does CANADA bear the cost of bringing in refugees? I never regretted moving back to China and East Asia, and I feel bad for those who still truly think of Canada as home, as I am one myself. When the leadership of a country deviates from pragmatism, reason and common sense, and instead embraces idealogies, hypocrisy and political optics, this is what happens. The prices are paid by everyone, immigrant or not. For this, Trudeau deserves a court trial for his incompetence and dereliction of duty; and the people of Canada need some honest and serious retrospection. I will share some words of wisdom by the late Lee Kwan Yew: “Whoever governs Singapore (LKY was the PM and founding father of Singapore) must have that iron in him. Or give it up. This is not a game of cards, this is your life and mine. I've spent a whole lifetime building this and as long as I'm in charge, nobody is going to knock it down.” I hope the clownish weakling politicians in Canada (and, in much of the western world nowadays) can be enlightened a little bit.
Identity Attack0.01465176
Insult0.03158728
Profanity0.018187506
Threat0.0072235605
Severe Toxicity0.0019073486
Low Tox 0.07371122 Constructive 0.819
Oct 8, 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.