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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: "I wonder why any nation …" 12 comments
I wonder why these traitors to Canada haven't been dragged out of office and hung from the nearest tree... They did this on purpose with malice and forethought... Read agenda 2030 proudly written by circus …
I wonder why these traitors to Canada haven't been dragged out of office and hung from the nearest tree... They did this on purpose with malice and forethought... Read agenda 2030 proudly written by circus clown carney where he plans to invite a total of 65 million muslims from africa, middle east and the third world making our population 100,000,000. we will be outnumbered by indians from india, middle east, and Africans. The problem with any immigration is when we only take the best and the brightest we are stealing away the future from those nations, when we take in the illeterate we are burden by their tribal backward ideologies, and have to care for these people from cradle to grave as they will never be able to compete in an open job market where every grade three student has a better education than they. We MUST send them all home. ALL OF THEM. Why are we allowing a man who hasn't lived in Canada for over thirty years, a man whos primary residence is in New York state to be leader? He's not truly Canadian, and shouldn't have been allowed to enter public office.
Identity Attack0.44690517
Insult0.5130944
Profanity0.1413768
Threat0.49142194
Severe Toxicity0.15443328
Moderate 0.52007306 Moderate Con 0.431 Insult Unverified_Claim
Feb 24, 2026 1 likes LILLEY UNLEASHED: The fall of …
Those people aren't Canadian. They're different nationalities who are "fleeing" their war torn countries that are coming to take over Canada. Canada used to be a wonderful place. But in the past 10 years, Canada …
Those people aren't Canadian. They're different nationalities who are "fleeing" their war torn countries that are coming to take over Canada. Canada used to be a wonderful place. But in the past 10 years, Canada has gone down the shitter. Too much immigration, not enough assimilation. Nobody speaks English anymore, even though Canada is an ENGLISH AND FRENCH SPEAKING COUNTRY. The languages of our ancestors. Learn the language or leave.
Identity Attack0.3817989
Insult0.40243408
Profanity0.40878695
Threat0.010447056
Severe Toxicity0.023364257
Moderate 0.47119883 Constructive 0.523
Sep 10, 2025 Why Canadians Are Turning Against …
it was always the indigenous playing the 'race card' ,wanting hand outs, made up the majority of criminal activity, dividing, demanding national political representation and governance. dad always said, when residence of reservations see the …
it was always the indigenous playing the 'race card' ,wanting hand outs, made up the majority of criminal activity, dividing, demanding national political representation and governance. dad always said, when residence of reservations see the corruption from their own chiefs, theyll fight each other and one day 'new canadian' (once a minority cultural decent) will flood the country and then they can fight it out with natives. 'white' people cant afford to sustain natives and immigrant hand outs. both out populate 'white' canadians who pay the most taxes and have become the most discriminated. they wonder why existing canadian citizens birth numbers are down? high taxes, no assistance, high cost of living. we cant afford to raise big families. when they try bring in sharia law and christians become a minority, we will see another crusade
Identity Attack0.3817989
Insult0.21368977
Profanity0.041160982
Threat0.013579931
Severe Toxicity0.0125103295
Moderate 0.3281604 Constructive 0.557 Identity_Assertion
Dec 20, 2025 Why Canadians Are Turning Against …
Assimilate and Adapt OR GO GOME!!! I Wonder how would these Indians feel if a swarm of Pakistanis or Sri Lankans suddenly building strongholds in their nation
Assimilate and Adapt OR GO GOME!!! I Wonder how would these Indians feel if a swarm of Pakistanis or Sri Lankans suddenly building strongholds in their nation
Identity Attack0.36702603
Insult0.14150882
Profanity0.08840031
Threat0.03304107
Severe Toxicity0.02167734
Moderate 0.31686464 Low Con 0.23
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Illegal immigration and even legal migration from the third world are orchestrated by certain interests. They do this to destroy our nations. Most of the NGO's responsible for funneling all of them in are in …
Illegal immigration and even legal migration from the third world are orchestrated by certain interests. They do this to destroy our nations. Most of the NGO's responsible for funneling all of them in are in from a certain ethnicity, Elon helped cover this all up when he took over DOGE. It was a diversion. We are second in power now, they have infiltrated the USA from within. Every wonder why you didn't get to vote on it? Their plan is this, convince America migrants are good and to accept them, water down the nation to weaken them, it becomes racist to say anything against them, weaponize the police against them, and implement laws criticizing it, make it impossible to say in the workplace. Then you basically win for the enemy of Whites. America has been occupied, we are officially under a foreign dictatorship like Russia. Look who controls Russia, it's not Whites...
Identity Attack0.28034934
Insult0.16551061
Profanity0.033645786
Threat0.012285355
Severe Toxicity0.01121521
Low Tox 0.2854835 Moderate Con 0.441 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
You May Be Wondering, "Why Should I Care About What's Happening In The UK? There Is A Chance That In The Next Few Decades, CANADA Will Become an INDIAN-Majority Nation
You May Be Wondering, "Why Should I Care About What's Happening In The UK? There Is A Chance That In The Next Few Decades, CANADA Will Become an INDIAN-Majority Nation
Identity Attack0.25140062
Insult0.061451588
Profanity0.025360947
Threat0.00866054
Severe Toxicity0.0077056885
Low Tox 0.22043827 Low Con 0.279 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The Wonderful Canada I grew up in no longer exists. The Liberals destroyed it building their post national state.
The Wonderful Canada I grew up in no longer exists. The Liberals destroyed it building their post national state.
Identity Attack0.08252834
Insult0.076185785
Profanity0.014976538
Threat0.009722093
Severe Toxicity0.0031280518
Low Tox 0.17631748 Low Con 0.294 Personal_Narrative
Feb 17, 2026 102 likes LILLEY UNLEASHED: The fall of …
I wonder why they would like to live in the US so much? I've been there and I've met a lot of people from there, I am a tour guide from spain. I would say …
I wonder why they would like to live in the US so much? I've been there and I've met a lot of people from there, I am a tour guide from spain. I would say the US its an ok country, with good job opportunities, nice infraestructure but with a lot of problems of drug abuse, homelessness and crime Specially for a so called "developed nation". I was shocked when I heard that there are what you call school shootings there! Why don't you tackle that problem and alow it to happen? I have never seen that, in such a scale in more developed countries like switzerland, japan or south korea.
Identity Attack0.10221587
Insult0.06267534
Profanity0.04592061
Threat0.025271246
Severe Toxicity0.0059127808
Low Tox 0.17285149 Constructive 0.807 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
wonderful channel ! There are several issues at play. Firstly, Canada belongs to the natives. Secondly. ENGLISH testing needs to be administered prior to arrival. Thirdly, every culture/religion can benefit others , this way society …
wonderful channel ! There are several issues at play. Firstly, Canada belongs to the natives. Secondly. ENGLISH testing needs to be administered prior to arrival. Thirdly, every culture/religion can benefit others , this way society ideally can co-exist. The concern is the extreme bullying from new immigrants - INDIANS. I do not see any other nation BULLYING the rest of the population. Lets be honest, the government needs tax paying citizens to support the economy. Canadians stop being polite and speak up.
Identity Attack0.12208464
Insult0.0623257
Profanity0.01887069
Threat0.008531082
Severe Toxicity0.0040626526
Low Tox 0.1641865 Constructive 0.719 Identity_Assertion
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
I KNOW. Its hard. Our host, trying, trying, straining to comprehend the big picture. This was a decent logical interview. Kenney called out 'post nationalist' the death of history insane ideology. And the two of …
I KNOW. Its hard. Our host, trying, trying, straining to comprehend the big picture. This was a decent logical interview. Kenney called out 'post nationalist' the death of history insane ideology. And the two of you showed how it has been rejigged, a lot of the details. Good job. Honestly, excellent interview. I saved it to my PC. Here is the hard part. Excepting the US, the entire west, UK, Germany, France, Spain, Canada, Australia etc, is engaging the same precise nation wrecking migration policies. Ponder the concept - its a global plan. THAT is the hard part. Stretch your mind Lilley, you can do it. You would start to wonder whether its one arm of an overall decline of the west actual plan. Wreck energy, agriculture, public finances, flood the place with unvetted migrants to swamp the place, deride the history, promote shame, wreck the very concept of a family, de-industralize. Make us all poor, dependent, minorities in our own homeland. Keep gnawing away at free speech, arrest grandmas for posting why is the local hotel full of migrants who dont speak english? Just how it is man. I know, its hard to comprehend. Facts are facts however.
Identity Attack0.045901958
Insult0.06984934
Profanity0.02433617
Threat0.009074804
Severe Toxicity0.0031661987
Low Tox 0.15213956 Constructive 0.797 Unverified_Claim
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
People are hating unfairly on immigrants when it is the government is at fault for not managing immigration better. Let's not forget that Canada was built on immigration and collectively most immigrants do contribute to …
People are hating unfairly on immigrants when it is the government is at fault for not managing immigration better. Let's not forget that Canada was built on immigration and collectively most immigrants do contribute to the good of Canadian society. I am an immigrant, I have never felt that any one group is forcing anything on me. I live my life, pay taxes, do my civic duties , mind my business , don't bother anyone and try to get along with everyone regardless . Yet I have been verbally attacked several times because I am non white. So I often wonder who is truly Canadian and if you are of "colour" will you forever be a hyphenated Canadian even if you are 3, 4 , 5 th or multigenerational born and bred in Canada. The high cost of living and unaffordabilty of housing is one thing, declining national fertility rates another and immigration is another. To me, It looks like Canada's immigration policy needs urgent reform and yes, immigrants should leave their baggage at the door.
Identity Attack0.07094744
Insult0.05027775
Profanity0.020168742
Threat0.008375733
Severe Toxicity0.0029754639
Low Tox 0.1140901 Constructive 0.824
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I wonder what the First Nations people are thinking of this video.
I wonder what the First Nations people are thinking of this video.
Identity Attack0.037136484
Insult0.020450363
Profanity0.02208166
Threat0.00948907
Severe Toxicity0.0030708313
Low Tox 0.09958932 Moderate Con 0.377
Dec 9, 2025 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.