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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 #}

Comment Explorer

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Active: "In Singapore this will be …" 20 comments
Heard from my nephews who are studying in Canada. They see more foreigners than Canada. Do expect such foreigners movement. A lot countries have the same issue. It is happening to my country (Singapore) now. …
Heard from my nephews who are studying in Canada. They see more foreigners than Canada. Do expect such foreigners movement. A lot countries have the same issue. It is happening to my country (Singapore) now. And it is frustrating that these foreigners do not bother to integrate into our culture. Sickening. They are here for their own benefits.
Identity Attack0.44690517
Insult0.46476576
Profanity0.04491858
Threat0.0079873605
Severe Toxicity0.016190045
Moderate 0.4398409 Constructive 0.592 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
Many countries are facing the same issue, mine included. I'm in Singapore and the influx/invasion/ infestation is ridiculous.
Many countries are facing the same issue, mine included. I'm in Singapore and the influx/invasion/ infestation is ridiculous.
Identity Attack0.13377325
Insult0.45135358
Profanity0.15371579
Threat0.008531082
Severe Toxicity0.010528564
Moderate 0.41910073 Constructive 0.623 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
You Canadian is to be blame. Canada is India now. Singapore belong to India. Australia and New Zealand the same.
You Canadian is to be blame. Canada is India now. Singapore belong to India. Australia and New Zealand the same.
Identity Attack0.46028158
Insult0.22770336
Profanity0.03489832
Threat0.012026439
Severe Toxicity0.01754573
Moderate 0.37751234 Low Con 0.179
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
These india indians are everywhere now Canada Singapore UK Australia... Seems like they want world war 3.
These india indians are everywhere now Canada Singapore UK Australia... Seems like they want world war 3.
Identity Attack0.44690517
Insult0.16773392
Profanity0.06546012
Threat0.13211988
Severe Toxicity0.023076924
Moderate 0.3722269 Low Con 0.114 Fear_Threat
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
I am Indian (only ethnical not national) who got a job in Canada after doing my engineering degree from Singapore (my country). I chose Canada because it is cold, big and very unpopulated. But now …
I am Indian (only ethnical not national) who got a job in Canada after doing my engineering degree from Singapore (my country). I chose Canada because it is cold, big and very unpopulated. But now i left because too many competition and no more the peace. I hated populations.
Identity Attack0.39677486
Insult0.21836096
Profanity0.082581155
Threat0.011974656
Severe Toxicity0.014253352
Moderate 0.3666224 Constructive 0.657 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Invasion...
The white guy says about queing and the indian cashier serve the guy behind him because he's indian... that happens to me A LOT in Singapore... They serve their own skin color first.
The white guy says about queing and the indian cashier serve the guy behind him because he's indian... that happens to me A LOT in Singapore... They serve their own skin color first.
Identity Attack0.44690517
Insult0.16773392
Profanity0.09775851
Threat0.014911477
Severe Toxicity0.017739398
Moderate 0.36456755 Constructive 0.553
Jan 27, 2026 Inside Canada's Indian Invasion...
Please send the Indian back! Indian is everywhere, even in Singapore right now! There is a saying, if you were to die now, you have 60% of being reborn as a Indian. There are here …
Please send the Indian back! Indian is everywhere, even in Singapore right now! There is a saying, if you were to die now, you have 60% of being reborn as a Indian. There are here to conquer, not to assimilate.
Identity Attack0.41975367
Insult0.13607834
Profanity0.0741757
Threat0.08856395
Severe Toxicity0.02258113
Moderate 0.3625127 Moderate Con 0.347 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Singapore has immigration based on Ethnicity . Why are they not called racist. Multiculturalism is the worst thing to happen to the western world
Singapore has immigration based on Ethnicity . Why are they not called racist. Multiculturalism is the worst thing to happen to the western world
Identity Attack0.3802808
Insult0.16758773
Profanity0.08581402
Threat0.009023022
Severe Toxicity0.012283325
Moderate 0.33421695 Moderate Con 0.309 Comparative_Framing
Aug 9, 2025 How Canada broke its immigration …
Look up Donki Route. CNA (Singapore broadcast) did a documentary on this fraudulent student immigration
Look up Donki Route. CNA (Singapore broadcast) did a documentary on this fraudulent student immigration
Identity Attack0.10221587
Insult0.14150882
Profanity0.025634222
Threat0.0077284453
Severe Toxicity0.0042533875
Low Tox 0.2396185 Moderate Con 0.341 Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
I’m a recent Indian immigrant and I’ve lived in Singapore, Malaysia, the USA, and now Canada. I’ll admit that a lot of what’s said here is true: there are far too many cases where Indians …
I’m a recent Indian immigrant and I’ve lived in Singapore, Malaysia, the USA, and now Canada. I’ll admit that a lot of what’s said here is true: there are far too many cases where Indians abroad show a lack of civic sense, break rules, or behave in ways that don’t respect the host country.  Personally, my family and I have always assimilated wherever we’ve lived, respecting local customs, following rules, and contributing positively to the community and I hate it when immigrants don't assimilate into the local culture and reside in their own enclaves, I mean what was the point of emigrating then?? I truly value the peace and order these countries offer, and I want to give that back. Every community has good and bad examples. The responsibility is on us as immigrants to lead by example, integrate genuinely, and show that we can be respectful, responsible citizens. That’s how perceptions change for the better. It sucks that a whole racial group can be disliked because of some bad apples — and in our case, unfortunately, there are quite a few.
Identity Attack0.26833034
Insult0.0817555
Profanity0.08064143
Threat0.0100069
Severe Toxicity0.0075912476
Low Tox 0.22980402 Constructive 0.876
Sep 19, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)
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...
same like my country singapore, greatest country in the world too like many others, except nearly half or 43% of the people here are literally immigrants/foreign born in the last 15 years....and we arent talking …
same like my country singapore, greatest country in the world too like many others, except nearly half or 43% of the people here are literally immigrants/foreign born in the last 15 years....and we arent talking about half the population in just one town or city, the entire country is half foreign. they did not jump the border of course, but like so many of these "liberal" western wannabe countries, the government sseem to have an irresistable urge to let any tom d and harry into the country whose even remotely interested. not sure why everybody keeps praising this place.....its weird and bizzare dont u think going to another country and seeing and knowing half the people there are foreign like u.....like who goes to visit another country wanting to see foreigners? i dont go to japan or australia hoping to see nothing but foreigners.
Identity Attack0.094936445
Insult0.06459839
Profanity0.025907494
Threat0.0076119336
Severe Toxicity0.0037193298
Low Tox 0.15103401 Constructive 0.597 Comparative_Framing
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Filipino studying in Canada, it’s kind of frustrating that a certain group of international students if you know, you know is ruining the immigration system, and the blame ends up on those of …
As a Filipino studying in Canada, it’s kind of frustrating that a certain group of international students if you know, you know is ruining the immigration system, and the blame ends up on those of us who came here legally. Some Filipinos who chose to study here have already gone back to the Philippines because life here is difficult and we see no future anymore in Canada. Others have moved to the United States to work as nurses or to Singapore instead, because we realize that the money we invested in paperwork and tuition fees is no longer worth it. Meanwhile, we see many Indian students at school who only attend classes when there’s an exam or quiz.
Identity Attack0.10221587
Insult0.058475737
Profanity0.017982552
Threat0.007534259
Severe Toxicity0.0030708313
Low Tox 0.14256015 Constructive 0.605 Personal_Narrative
Sep 30, 2025 290 likes IRCC Names India in Study …
I'm so glad Singapore isn't as woke as the West, it's not perfect but they responded to the public backlash against mass migration here
I'm so glad Singapore isn't as woke as the West, it's not perfect but they responded to the public backlash against mass migration here
Identity Attack0.061130337
Insult0.028722567
Profanity0.018187506
Threat0.008000307
Severe Toxicity0.0022697449
Low Tox 0.104361884 Constructive 0.642 Comparative_Framing
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)
It's your own fault, you could have looked at the UK, Singapore, USA, Malaysia to see that this was going to happen. It's already happening in mass to Australia, Japan, New Zealand, Ireland.
It's your own fault, you could have looked at the UK, Singapore, USA, Malaysia to see that this was going to happen. It's already happening in mass to Australia, Japan, New Zealand, Ireland.
Identity Attack0.014249804
Insult0.01890341
Profanity0.01620627
Threat0.010239923
Severe Toxicity0.0020313263
Low Tox 0.06896287 Low Con 0.249
Nov 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada, UK, Australia, NZ & Singapore will add a new holiday date to its calendar "cow dung festival"
Canada, UK, Australia, NZ & Singapore will add a new holiday date to its calendar "cow dung festival"
Identity Attack0.011617327
Insult0.025800243
Profanity0.018597418
Threat0.007327127
Severe Toxicity0.0018024445
Low Tox 0.06421452 Low Con 0.191 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro you need to do more of this, come to Singapore
Bro you need to do more of this, come to Singapore
Identity Attack0.013646871
Insult0.01632893
Profanity0.02249157
Threat0.011275585
Severe Toxicity0.0030708313
Low Tox 0.051068526 Moderate Con 0.361
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada needs to learn from Singapore on having max quotas on ethnic populations in any given area. They have people from everywhere, blending together.
Canada needs to learn from Singapore on having max quotas on ethnic populations in any given area. They have people from everywhere, blending together.
Identity Attack0.011987305
Insult0.009393888
Profanity0.010177165
Threat0.0062979385
Severe Toxicity0.00084877014
Low Tox 0.02107848 Moderate Con 0.389 Comparative_Framing
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
In Singapore this will be solved I. 1 weeks or less
In Singapore this will be solved I. 1 weeks or less
Identity Attack0.0057346676
Insult0.00817788
Profanity0.013576009
Threat0.009359611
Severe Toxicity0.0014019012
Low Tox 0.019226074 Low Con 0.281 Comparative_Framing
Feb 19, 2026 Canadian immigration officers investigating hundreds …

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.