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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

click to expand

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: "As a European I stand …" 7 comments
Lol , this dude travelled to spread some hatred and all he got in return is loads of food and nice treatment and left him wondering why his own people don't look after each other …
Lol , this dude travelled to spread some hatred and all he got in return is loads of food and nice treatment and left him wondering why his own people don't look after each other and Indians do! The white europeans went there and built all those churches and spread their culture, now can't stand watching someone else do that.
Identity Attack0.33352965
Insult0.15414265
Profanity0.089693464
Threat0.009903334
Severe Toxicity0.011749268
Moderate 0.3245134 Moderate Con 0.402 Moral_Argument
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As an emmigrant who came to this country 15 years ago, I am astonished by the lack of knowledge this country has. This reason stands in empty education ( in an irony of life, the …
As an emmigrant who came to this country 15 years ago, I am astonished by the lack of knowledge this country has. This reason stands in empty education ( in an irony of life, the canadians call it one of the best on the word), and the belief Canada is a democracy. It is typically a fascist country that makes spurious elections because it is truly run by an establishment hidden as a secret society and in the surface is run as a mafia by small groups of interest ( corporations, professional order, injustice system, and emty shell politicians). The others ( the canadian people) they enjoy democracy 😂, high quality of life( really, just make a visit to a poor european country as Portugal, Greece ). The same goes for education, just oven degrees hot and not edible. Now Canadians learned that immigrant are taking their land and opportunities. You're lied, put under pot, and cheated by your democratic representatives. Try to fight, you'll be in a gulag (minus 15 Celsius only for some day) until the nobel prize candidates of uot and mcgill will put you democratically under tanax.
Identity Attack0.1808059
Insult0.24928534
Profanity0.029186781
Threat0.0072882893
Severe Toxicity0.0064468384
Low Tox 0.28548008 Moderate Con 0.49
Jun 18, 2025 How Canada broke its immigration …
At this point, I'm over every culture. We have been conditioned in the West to think that we have no culture, we need to embrace, worship, and accept everyone else's culture. Really over it. We …
At this point, I'm over every culture. We have been conditioned in the West to think that we have no culture, we need to embrace, worship, and accept everyone else's culture. Really over it. We have built a beautiful way of life in the western world and we should work harder to preserve it. I've been to India. Although I like most Indians that come to our part of the world, WE DO NOT WANT OUR COUNTRY TURNING INTO INDIA (or any other country/culture for that matter). Assimilate, get with the program, or GTFO. Enough is enough. Americans, Canadians, Europeans..stand up for your country and culture before it is completely erased. If we decided to move to any of these third world countries and pull the same crap, locals would be up in arms.
Identity Attack0.2816105
Insult0.075868964
Profanity0.08322773
Threat0.011715741
Severe Toxicity0.014511578
Low Tox 0.25462922 Constructive 0.685 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are people who you can trust and respect, Hindus and Sikhs especially. It’s not a problem when these communities integrate perfectly within Canada or the US. Human trafficking operations are conducted by a small …
Indians are people who you can trust and respect, Hindus and Sikhs especially. It’s not a problem when these communities integrate perfectly within Canada or the US. Human trafficking operations are conducted by a small minority who are paid to often be anti their own country of origin. Remember all the white people are actually European immigrants into the Americas, this is just an example of continuous migration of humans, some of whom conducted bad businesses, even in the beginning of the colonisation of the Americas. You call yourself the originals, but you are just immigrants as well. The Native Americans and Inuits were the originals. And yet you have nearly wiped them out. The United States of America is standing on the dead bodies of the natives! The hypocrisy when they call out new immigrants entering America and Canada!
Identity Attack0.28622448
Insult0.08212569
Profanity0.027273865
Threat0.008945347
Severe Toxicity0.00705719
Low Tox 0.25084448 Constructive 0.595 Moral_Argument
Feb 21, 2026 Inside Canada's Indian Invasion...
Anti Immigration / refugee protests on an already occupied land eradicating indigenous populations by European settlers is nothing but a joke. The mere fact your ancestors arrived here 2-3 generations back, doesn't offer entitlement as …
Anti Immigration / refugee protests on an already occupied land eradicating indigenous populations by European settlers is nothing but a joke. The mere fact your ancestors arrived here 2-3 generations back, doesn't offer entitlement as owner of the land. Do you remember how many slaves European Colonizers have killed? King Leopold, Algerian war of Independence against France, how many African slaves lost their lives to build the Congo-Ocean Railway? Spanish demolition of Aztec and Inca empire in South America, did you remember the Encomienda system?! Why did Taino people vanish on Caribbean Island?! Portuguese forced labor policies in Angola, Mozambique?? Millions of them lost lives to fight against Portuguese colonizers. Then our favorite East India Company, the British empire where Sun Never Set. They decimated India, Australian Aboriginal, New Zealand Māori and Red Indians, native Americans who migrated to America from Asia long back. How many natives' indigenous populations countries after countries, continent after continent, their father mother daughter son wife husband grandparents your ancestors have killed???? Do you have any count????? In this civilized world no Supremacists be it Right or Left wing, especially Hitler, Mussolini, Stalin like White Supremacist have no place anymore, you have done enough good for the world. You cannot justify your stand using a Charlie Kark.
Identity Attack0.1808059
Insult0.110259406
Profanity0.024062896
Threat0.021300001
Severe Toxicity0.009422302
Low Tox 0.23667802 Constructive 0.519 Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Wake up Canada. This is colonization, a takeover of your country. We in America stand beside you. Stand up for your country and your freedom. They will take it if you let them. Stand up. …
Wake up Canada. This is colonization, a takeover of your country. We in America stand beside you. Stand up for your country and your freedom. They will take it if you let them. Stand up. This is happening worldwide in every single European white culture countries. This is not by accident.
Identity Attack0.21075934
Insult0.04090862
Profanity0.017914234
Threat0.010395273
Severe Toxicity0.005340576
Low Tox 0.20126031 Moderate Con 0.338 Fear_Threat
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. But despite being invited under official immigration programs, these communities face systemic racism and unequal treatment. 📊 Employment Discrimination: • A 2021 Statistics Canada report found that racialized Canadians earned 20% less on average than their white counterparts, even when education and experience were controlled. • South Asian immigrants specifically face higher rates of credential discounting, where their foreign education and experience are undervalued. 📊 Hiring Bias: • A University of Toronto study revealed that applicants with “ethnic” names were 40% less likely to receive a callback compared to those with Anglo-sounding names, even with identical résumés. • Another survey showed that unemployment rates for racialized Canadians are consistently 1.5–2x higher than for white Canadians. 📊 Perceptions vs. Reality: • While white Europeans continue to integrate without much resistance, South Asians are often stereotyped as “taking over” neighborhoods. • Immigrants from India and Pakistan have one of the highest workforce participation rates in Canada, working in everything from Uber and trucking to tech and medicine—contributing directly to the economy. Meanwhile, many first-generation South Asian immigrants don’t qualify for the refugee-style supports that others receive. Instead, they work long hours, often in precarious jobs, just to cover bills. The frustration often mistaken as an “attitude problem” comes from facing daily systemic barriers—being seen as “less than” despite contributing equally, if not more, to society. The underlying issue is that the old colonial mindset persists: brown immigrants are not granted the same social standing as white Canadians. Equality on paper is not equality in practice.
Identity Attack0.10221587
Insult0.030816011
Profanity0.01982715
Threat0.008103873
Severe Toxicity0.0030708313
Low Tox 0.10870059 Constructive 0.699 Moral_Argument
Sep 19, 2025 1 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.