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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "WE NEED THEM GONE" 41 comments · Page 2 of 2
Free money, free housing, 50k interest free loans, all on the backs of taxpayers, no wonder ill be paying 500k plus in taxes this year. We need to deport people, if your on benefits as …
Free money, free housing, 50k interest free loans, all on the backs of taxpayers, no wonder ill be paying 500k plus in taxes this year. We need to deport people, if your on benefits as a immigrant for a year gone
Identity Attack0.12440576
Insult0.047349896
Profanity0.014874061
Threat0.027170537
Severe Toxicity0.0059127808
Low Tox 0.20126031 Moderate Con 0.484 Economic_Argument
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
People commenting that people need to “go back where they came from”forgetting that their ancestors are immigrants and themselves have not gone back where they came from🤡
People commenting that people need to “go back where they came from”forgetting that their ancestors are immigrants and themselves have not gone back where they came from🤡
Identity Attack0.11396073
Insult0.043250903
Profanity0.016342908
Threat0.0071588317
Severe Toxicity0.0042152405
Low Tox 0.16765249 Moderate Con 0.336
Dec 25, 2025 1 likes Deportations From Canada at Their …
Capitalist abuse of educational system as had been happening in uk for years.. its a viscuous cycle fuelled by government under funding. buy your way into a country with a fake course . Meanwhile native …
Capitalist abuse of educational system as had been happening in uk for years.. its a viscuous cycle fuelled by government under funding. buy your way into a country with a fake course . Meanwhile native youth can't afford to pay for a degree or end up in debt. Then the country complains there are no graduates to fill jobs so they say they have to IMPORT THE LABOUR. Eduction should be a service not a capitalist business! The whole world has been sold off and run by big businesses. Billionaires run the world. Its not democracy. Its capitalism gone mad. Makes need jobs. Where is the upper sustainable limit
Identity Attack0.033011556
Insult0.07491849
Profanity0.026863953
Threat0.007922632
Severe Toxicity0.0037574768
Low Tox 0.16158698 Moderate Con 0.456
Oct 2, 2025 IRCC Names India in Study …
There is a clear lie in that video. Nobody is in Limbo. Mind you there is normal Federal Express entry program still happening. Meaning, that if you get selected through that program, you can immigrate …
There is a clear lie in that video. Nobody is in Limbo. Mind you there is normal Federal Express entry program still happening. Meaning, that if you get selected through that program, you can immigrate to any province of your choice - including Quebec. You can also still get bonus points for Canadian education (Quebec education does count) and Canadian work experience (if it qualifies). So the only thing that happened was, that one provincial nomination program was ended, that is all that happened. The practical problem is, that provincial nomination does give so many points, that it is a guarantee of normal express entry pull as long as you just meet criteria to enter Express entry. So provincial nominations are suitable for people that might be otherwise struggling with points (older age, less language perfection, les bonus points from education or work experience). For a disclaimer, provincial programs are based on a specific province needs and just because one was opened when you planned to go and study or work in Canada, it does not mean it will be like that forever. If an agent made you such promise, then he was misleading you. Again for those people demonstrating, nothing has changed for them other than one future option was gone. They still have their student or work permit until it expires. They also can apply into Express entry program as normal. On a side note for Canadian trying to cheer about this, be aware, such change can also mean that economy projection for next few years is not the best. so take it a warning sign. Or if we are lucky, it was found that this program was not bringing intended type of skilled worker or was heavily abused.
Identity Attack0.011691323
Insult0.07333439
Profanity0.021056883
Threat0.0068028234
Severe Toxicity0.0028800964
Low Tox 0.14950264 Constructive 0.707
Nov 23, 2025 Quebec Ends Economic Immigration Program …
WE NEED THEM GONE
WE NEED THEM GONE
Identity Attack0.012641981
Insult0.022384055
Profanity0.030639706
Threat0.049128212
Severe Toxicity0.0062942505
Low Tox 0.11098998 Low Con 0.222 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Without immigration Canada would fall... Canadians on their own do not have enough children to sustain the numbers to keep our economy stable. That's why the process is supposed to take awhile, have checks and …
Without immigration Canada would fall... Canadians on their own do not have enough children to sustain the numbers to keep our economy stable. That's why the process is supposed to take awhile, have checks and applications, so we are not just bringing in people, we are bringing in a sustainable number of people that will embrace being Canadian. We need to continue that. What we don't need is an influx of people who have not gone through the process, who do not understand they are being giving an opportunity to join us, and who are willing to be Canadian. No one wants to strip people of their history, but if you are leaving your country, you are doing it because you want something better, something different... the only way you get that is if you embrace where you are, not try and change it to what you left.
Identity Attack0.053854458
Insult0.03511308
Profanity0.014088398
Threat0.0079873605
Severe Toxicity0.0030517578
Low Tox 0.10739898 Constructive 0.669
Aug 26, 2025 Why Canadians Are Turning Against …
I Might Start a Go Fundme for Myself For being Canadian LMFAO in 2026 Government Helps Them More then Born and Raised Canadians that worked there whole lives to contribute to Canadian Values but cant …
I Might Start a Go Fundme for Myself For being Canadian LMFAO in 2026 Government Helps Them More then Born and Raised Canadians that worked there whole lives to contribute to Canadian Values but cant even afford Rent,Groceries and Medication. Especially us here in Ontario! It Really needs to Change its Already so far Gone🤢
Identity Attack0.03249594
Insult0.027476108
Profanity0.021398475
Threat0.006550381
Severe Toxicity0.0028419495
Low Tox 0.0969861 Moderate Con 0.448 Economic_Argument
Jan 28, 2026 1 likes 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)
They just cutting from the middle, they need to take care of the source, Who are giving them study permits ? This will get better when they are gone.
They just cutting from the middle, they need to take care of the source, Who are giving them study permits ? This will get better when they are gone.
Identity Attack0.0045692353
Insult0.021868404
Profanity0.013473531
Threat0.011379151
Severe Toxicity0.0015449524
Low Tox 0.06065326 Moderate Con 0.323 Policy_Critique
Sep 30, 2025 1 likes IRCC Names India in Study …
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by …
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by looking to the South.. We know it takes us goin out to the poles by the millions, to vote, in order to elect, who we think is best for the country,..but then we expect small groups, of only a few100, to be capable of affecting change, with such major, post electoral issues, as this. Make no mistake, this, Canada, has already become a completely different place,..it's no longer the home we knew and loved, as it was. All those aspects are gone. And this is just the beginning. Wars Will Happen, in our cities.. Yes I'm just some guy that was born here in Canada, 61yrs ago. What I'm saying, is what I've been seeing, for decades. Rules and guidelines, and laws, need to passed. If you come to a foreign country, to live,..you practice, and learn their ways, and become one with them. None of this Social Separation B.S...If you want to live as you did in the country you left, find a secluded island, or go back to where you came from. It,s not just illegals that are being a problem.
Identity Attack0.011839314
Insult0.028832749
Profanity0.01579636
Threat0.0069387536
Severe Toxicity0.001707077
Low Tox 0.058737632 Constructive 0.793 Fear_Threat
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
It’s a start keep doing it. We need millions gone from Canada.
It’s a start keep doing it. We need millions gone from Canada.
Identity Attack0.018972786
Insult0.0154929245
Profanity0.010996987
Threat0.009437286
Severe Toxicity0.0020313263
Low Tox 0.045873325 Low Con 0.285 Call_To_Action
Dec 28, 2025 2 likes Deportations From Canada at Their …
When Immigrating to a country you need to assimilate to the country you are going to not the country you are from. There is a reson you left the country leave that country identity gone …
When Immigrating to a country you need to assimilate to the country you are going to not the country you are from. There is a reson you left the country leave that country identity gone dont being it to a new place.
Identity Attack0.014852738
Insult0.00983089
Profanity0.010672474
Threat0.0062267366
Severe Toxicity0.000872612
Low Tox 0.027324399 Moderate Con 0.489 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Endless gone Is there a panel that decides on the aslym claim or one person what is the actual process and does it need to go through the senate to become law
Endless gone Is there a panel that decides on the aslym claim or one person what is the actual process and does it need to go through the senate to become law
Identity Attack0.0031633168
Insult0.008785884
Profanity0.01261955
Threat0.0069516995
Severe Toxicity0.0007534027
Low Tox 0.017466826 Low Con 0.237 Question
Feb 23, 2026 'We do know that there's …
If you don’t have children you really do t need a three bedroom home. If your children are gone from the home you really don’t need a three bedroom home. See the problem here. If …
If you don’t have children you really do t need a three bedroom home. If your children are gone from the home you really don’t need a three bedroom home. See the problem here. If you really want food grown so you can eat you really don’t want more three bedroom homes built…
Identity Attack0.0022198714
Insult0.008443882
Profanity0.010604155
Threat0.0063432488
Severe Toxicity0.00068187714
Low Tox 0.0154562555 Moderate Con 0.376
Jan 3, 2026 New rules, regulations take effect …
Just want to highlight something critically important : Canada had in their past gone through a 10 million increase from 20 to 30 million ppl in 30 years from 1970 to 2000. then in the …
Just want to highlight something critically important : Canada had in their past gone through a 10 million increase from 20 to 30 million ppl in 30 years from 1970 to 2000. then in the next 25 years, going from 30 to 40 million ppl. so essentially it's not just population increase which only accelerated a bit, but it's the fact they didn't expand their economic market size to accomodate and reflect the needs that come with this increase.
Identity Attack0.0021551251
Insult0.0069143726
Profanity0.0092292465
Threat0.005854546
Severe Toxicity0.00044345856
Low Tox 0.006942749 Moderate Con 0.458
Jun 24, 2025 1 likes How Canada broke its immigration …
Trump will be gone soon. Things will go back to normal. The only reason why I will not go to the USA is because I don't feel safe down there anymore. Canadians just have to …
Trump will be gone soon. Things will go back to normal. The only reason why I will not go to the USA is because I don't feel safe down there anymore. Canadians just have to wait until a Democrat is president again if they really need to go there. I would rather go to another country for vacation. Plenty of safer places to go.
Identity Attack0.00015178563
Insult0.0018463861
Profanity0.000065314794
Threat0.0001947979
Severe Toxicity0.0000030311344
Low Tox 0.0048855473 Personal_Narrative
Dec 10, 2025

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.