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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 #}

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Active: "You really visited Canada during …" 6 comments
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 …
I visited my friend in Toronto. He warned me about Brampton, Ontario. One of the worst drivers in Canada. They drive like they drive back home. The guy on the bike really speak his minds. …
I visited my friend in Toronto. He warned me about Brampton, Ontario. One of the worst drivers in Canada. They drive like they drive back home. The guy on the bike really speak his minds. I wouldn’t call him racist. He doesn’t recognize Canada anymore.
Identity Attack0.20878418
Insult0.21602537
Profanity0.020373698
Threat0.0076507707
Severe Toxicity0.005722046
Low Tox 0.2854699 Constructive 0.685 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s really disappointing to see some immigrants not making any effort to adapt to this beautiful country, but instead trying to recreate everything exactly as it was back home. I’m an immigrant healthcare professional myself, …
It’s really disappointing to see some immigrants not making any effort to adapt to this beautiful country, but instead trying to recreate everything exactly as it was back home. I’m an immigrant healthcare professional myself, and I visit many nursing and retirement homes. It feels extremely disrespectful when immigrant workers speak only in their own languages even when others around them don’t understand. Just a few days ago, I was in a park and witnessed someone spitting red tobacco all over a tree trunk. This kind of behaviour is unacceptable in Canada. We came here for better opportunities and a better life, so it should be our responsibility to respect the culture and the public spaces here. I genuinely believe the government needs to be stricter about who they allow in. Canada doesn’t need people who refuse to integrate or who create a nuisance in public. Diversity is about sharing and respecting each other, not about ignoring Canadian values or lowering public standards. If someone is not willing to respect this country and its culture, then maybe Canada is not the place for them.
Identity Attack0.20878418
Insult0.08582769
Profanity0.03464781
Threat0.0091524795
Severe Toxicity0.005645752
Low Tox 0.22579013 Constructive 0.764
Aug 25, 2025 111 likes Why Canadians Are Turning Against …
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of …
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of all these, an estimated 1.5 million people are either overstaying or have entered illegally. 3. Pakistanis and Bangladeshis are also involved in illegal activities (I’m not defending Indians—they are also involved, I’ll come to that). If you ask them, many will claim to be Indians. You can see the same trend in the UK as well. The reason I’m mentioning them is because they have a similar appearance to Indians. 4. Almost half of the Indians in Canada are living there illegally. Why do I say this? Because here in India I personally know many people from Punjab and Haryana who go there. In both states, you can easily find many agents who reassure people that they can send them to Canada or the USA without much difficulty. You can also see the trend among Punjabis—many aspire to drive trucks and cars in Canada. In India, people often see Punjabis as if their only purpose in life is to go to Canada. I love Punjabi people, but I don’t like this mindset. 5. So, the people you see doing disgusting things are most likely illegal immigrants. Why? Because genuine people go there to educate themselves and contribute something meaningful to the culture—not to behave like those individuals. 6. I really hope Canada can recover from this. I have a friend who went there in 2015, and he once told me to visit the country. Canadians are truly amazing, and the natural beauty (except the winter!) is so nice. Please, Canadian government, take some steps for the well-being of your people.❤
Identity Attack0.2308735
Insult0.05964688
Profanity0.035399333
Threat0.01238892
Severe Toxicity0.007095337
Low Tox 0.19504376 Constructive 0.824
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
The only reason you can use the term Immigrant is because the govt issued visas. But that being said the govt fast tracked the usual immigrant process which takes months to years. So in actuality …
The only reason you can use the term Immigrant is because the govt issued visas. But that being said the govt fast tracked the usual immigrant process which takes months to years. So in actuality this is not legitimate immigrants. It's unlawful what the govt has done and therefore these people are immigrants under cover of law. Or color of law. It's defacto. I call them illegal migrants. Most are not doctors or engineers or trades people even. Most are young men from 19 to their 30's. According to Investigative Journalist Joshua Philipp of the Epoch Times, Through visiting Darian gap, he found UN tents helping illegal migrants to get to the US. But they had to pass through cartel territory. They had to pay the cartels a fee or die or be raped or both. Yes it's brutal some things but apparently before Obama left office he signed an international agreement to import people globally from mostly Islamic countries and create open borders. We see Chinese, and many people from different parts of South America and even Africa crossing to the US. A lot of whom end up in Canada. So before they cross into the US they toss their IDs Especially if they are from countries that are flagged by the US as questionable or terrorist possibilities. So this leads to a lot coming to Canada. I'm sure you heard of Roxham Rd crossing? It's officially closed but people still cross into Canada from the US going through there. There's also piles of IDs at that border crossing also. Anyways these open border policies has cut out in depth screening so we really don't know who is in Canada as true asylum seekers or immigrants. To add to this complexity, over 300,000 Canadian travel documents have been stolen from CBSA Canadian Border Services Agency. 280,000 of those were blank Canadian passports. SO we really don't know who's walking on Canadian soil. This was confirmed by Luc Sabourin a former CBSA agent. He got forced out because he was asking the right questions and giving the right evidence. Here's the interview with Joshua and the interview with Luc. Have a watch n listen. https://www.youtube.com/watch?v=obgZ-Oh6Es0&t=4s https://www.youtube.com/watch?v=QdIjTSAzUXE&t=91s JamCan I'm with you 100% you are right on the money ! Great work.
Identity Attack0.09162762
Insult0.05027775
Profanity0.023516348
Threat0.0077284453
Severe Toxicity0.0034332275
Low Tox 0.123468354 Constructive 0.797
Aug 26, 2025 Why Canadians Are Turning Against …
You really visited Canada during the worst snow we’ve had since 1998. Nothing stops you. 😂
You really visited Canada during the worst snow we’ve had since 1998. Nothing stops you. 😂
Identity Attack0.010063417
Insult0.042665333
Profanity0.014088398
Threat0.006155535
Severe Toxicity0.0017642975
Low Tox 0.10826672 Moderate Con 0.347 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...

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.