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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: "Funny how some people get …" 10 comments
Better than black people by far they need to get rid of that stupid hay sometimes it’s hot when it’s not so big Should of covered up up white mamas face we needa here the …
Better than black people by far they need to get rid of that stupid hay sometimes it’s hot when it’s not so big Should of covered up up white mamas face we needa here the truth Black people always staring forcing there presence on people think it’s funny to harass people can never mind there business or respect peoples preferences or beliefs. They all need to be sent back to Africa ect. Let’s do a American poll and world and go on that for ice to get them
Identity Attack0.6649212
Insult0.57787937
Profanity0.43669638
Threat0.36820486
Severe Toxicity0.35368225
Moderate 0.6989911 Moderate Con 0.429 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
What really the funny part is that the democrats party is so easily emotionally manipulated that assimilation is going to get called some know racist and a Democrats psychology is so easily manipulated they would …
What really the funny part is that the democrats party is so easily emotionally manipulated that assimilation is going to get called some know racist and a Democrats psychology is so easily manipulated they would never want to come off racist even at the demise of their own children’s future. Remember when critical race theory was being introduced in schools and shaming white people. You put the whole idea behind racism and look at how everyone jumped behind it .
Identity Attack0.37292135
Insult0.24424846
Profanity0.057944927
Threat0.011094344
Severe Toxicity0.012054443
Moderate 0.33504707 Moderate Con 0.424 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Funny how everyone screams about immigrants and Indians ‘ruining Brampton,’ but no one bats an eye when billions of OUR tax dollars are shipped to Ukraine. The real issue isn’t people trying to make a …
Funny how everyone screams about immigrants and Indians ‘ruining Brampton,’ but no one bats an eye when billions of OUR tax dollars are shipped to Ukraine. The real issue isn’t people trying to make a living — it’s governments that failed to plan for housing, infrastructure, and affordability. Stop blaming immigrants for problems created by bad leadership. we get all the hate while working the jobs many young Canadians don’t even want to show up for. Not all immigrants work on cash and not all of us are the same — we’re out here paying taxes, grinding hard
Identity Attack0.31015682
Insult0.16824563
Profanity0.024472807
Threat0.009230154
Severe Toxicity0.008659363
Low Tox 0.295883 Constructive 0.629
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
He's not joking it's not even funny how many Indians are in Canada they are lying to us about the true numbers mind you 3 million + have expired visas and they just passed a …
He's not joking it's not even funny how many Indians are in Canada they are lying to us about the true numbers mind you 3 million + have expired visas and they just passed a law were if just one of your family members stayed in Canada for 3 years all of their family will become citizens without ever stepping into the country and people can now bring over their elderly parents also they get 83 thousand dollars a year they used the system against us arranged marriages...
Identity Attack0.22783615
Insult0.082372494
Profanity0.020032106
Threat0.007068211
Severe Toxicity0.005874634
Low Tox 0.23090743 Constructive 0.578 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Funny how some people get upset about immigrants coming to Canada… forgetting that Europeans were the first “immigrants” here, who stole the land from Indigenous people. Now they’re getting a tiny taste of what Indigenous …
Funny how some people get upset about immigrants coming to Canada… forgetting that Europeans were the first “immigrants” here, who stole the land from Indigenous people. Now they’re getting a tiny taste of what Indigenous folks felt when settlers showed up and changed everything.
Identity Attack0.22458547
Insult0.081508696
Profanity0.013268576
Threat0.007068211
Severe Toxicity0.0041389465
Low Tox 0.20839658 Constructive 0.534 Moral_Argument
Sep 18, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where …
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where I'm coming from when I say this. I wasn't influenced by him finding these fraudulent daycares because this was prior to that. When I went to her house I had to Google maps it. Everybody in Calgary knows the Northeast is all Indian. As a matter of fact I counted how many people I saw that weren't Indian when I was there cuz I thought it was funny. I saw two white people and one Asian in the whole quarter of the city. When I got to her house I said to her why do you have so many businesses around your house it doesn't even make sense and then I showed her the Google maps and there had to be seven or eight daycares a trucking company and a bricklaying company and a drywall company. All of these businesses that don't have signs because I went and looked. These people are doing the same fraud here. This is what's killing our country. Our money is worthless because of them and they are taking all of the homes so homes are unaffordable for Canadians. On top of that they get into management and jobs and only hire their people and don't hire Canadians. We are under attack. It doesn't have to be somebody storming our beaches to attack us. Our country is under attack and we're in denial.
Identity Attack0.17381613
Insult0.100019015
Profanity0.05017922
Threat0.008841781
Severe Toxicity0.0063323975
Low Tox 0.20839658 Constructive 0.826 Fear_Threat
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
The lawyer is a funny guy .. looks like they make a lot of money with this people and want not lose the business 😂. Temporary means you are here for a serrated time period. …
The lawyer is a funny guy .. looks like they make a lot of money with this people and want not lose the business 😂. Temporary means you are here for a serrated time period. Is this over there are 3 options … 1st get a visa extension … 2nd get your PR ( if you fulfill the criteria ) 3rd leave the country. And one thing more Canada own you nothing! No Canada gave you a chance to come here to this country temporarily! You know from the beginning what this means. Don’t cry and say how bad Canada is ..
Identity Attack0.022791367
Insult0.0838533
Profanity0.025770858
Threat0.007832011
Severe Toxicity0.0035476685
Low Tox 0.16245349 Constructive 0.539
Jan 15, 2026 8 likes 2.9 million Canadian temporary visas …
Most of the immigrants landing here in Canada are not boosting our economy but just becoming a liability taking the country backward rather than progress. Tye government should stop immigration including refugees, at least for …
Most of the immigrants landing here in Canada are not boosting our economy but just becoming a liability taking the country backward rather than progress. Tye government should stop immigration including refugees, at least for a while. Not that I don’t want to help these people but we just dont have the resources for now to accommodate them. ‘m shocked to hear that 817,000 people landed in Canada. Add three zeros to it because these people pay at least a $1000 as administrative fee to government IRCC. So that is $817,000,000 Canadian Dollars. Close to a Billion. What is government doing with this money? No Government, we Canadians dont want that money in our GDP. He has enough natural resources that can sustain ourself. Stop selling cheap oil to US. And back to people who come here as immigrants. You are in a different country to have a new life. There is no point in protecting here in Canada about the things happening in your home country. Have some common sense. It’s just an other news for media. When you do such things, Canadian resource are wasted like cops have to make sure the protest goes peacefully and many more. People who are not part of it are getting affected. And to all immigrants please please please, speak in english. I know that you all are comfortable speaking in your native language. Speak that at your private place. Not in public place or work place. That is basic manners. Dont speak out loud in phone in public places. It’s not manners. Funny that people are asking to change the classes taught in French😂 This proves that they are not students but in disguise, as students. Here in Canada, to loot Canada and weaken the country. If you want class in english in a french speaking province better move out of Quebec.
Identity Attack0.06795148
Insult0.03768798
Profanity0.014634945
Threat0.007534259
Severe Toxicity0.00289917
Low Tox 0.11181668 Constructive 0.632 Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
I find this quite funny and ironic. Welcome to the real world where nations overlap nations were wars or fight by by immigration where culture is getting shocked like lightning. I have no mercy and …
I find this quite funny and ironic. Welcome to the real world where nations overlap nations were wars or fight by by immigration where culture is getting shocked like lightning. I have no mercy and I don’t feel any remorse for your privilege people they were that were once on the high table now you are on the bottom and this is what happens when the real world comes alive.
Identity Attack0.031464707
Insult0.0350029
Profanity0.014839902
Threat0.007586042
Severe Toxicity0.0020217896
Low Tox 0.11067997 Moderate Con 0.443
Aug 25, 2025 Why Canadians Are Turning Against …
That's funny that Carney said one of the reasons why we're having issues in Canada is because of immigration and yet he as of the getting 100 million people in Canada
That's funny that Carney said one of the reasons why we're having issues in Canada is because of immigration and yet he as of the getting 100 million people in Canada
Identity Attack0.039714564
Insult0.021803947
Profanity0.010894509
Threat0.006110225
Severe Toxicity0.0014686584
Low Tox 0.0665887 Moderate Con 0.493 Policy_Critique
Feb 26, 2026 15 likes BATRA’S BURNING QUESTIONS: Canada’s absent …

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.