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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

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Active: "India..., such a beautiful culture..., …" 6 comments
Yup, completely fed up with these immigrants getting huge $$$ for nothing and 8 out of the 10 top countries that migrate to Canada 🇨🇦 are from India or strictly Muslim countries, why? Why is …
Yup, completely fed up with these immigrants getting huge $$$ for nothing and 8 out of the 10 top countries that migrate to Canada 🇨🇦 are from India or strictly Muslim countries, why? Why is majority of immigrants coming here from just India and Muslim countries for years now, its changing our once wonderful, beautiful country because their cultures are vastly different and they don't assimilate into ours. There's an underlining issue that is becoming more and more an issue with real Canadians and something will give soon......
Identity Attack0.41222036
Insult0.22303216
Profanity0.043916557
Threat0.008026198
Severe Toxicity0.015609037
Moderate 0.3389984 Constructive 0.621 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
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...
I am a hindu Indian immigrant. I had come to this country tobhave some peaceful life. But these days there is no peace, hardly any Canadian culture visible. I go to a beautiful park in …
I am a hindu Indian immigrant. I had come to this country tobhave some peaceful life. But these days there is no peace, hardly any Canadian culture visible. I go to a beautiful park in the evening... And it looks like I have come to either Africa, or middle-Eastern country.. Or I have gone back to india again..
Identity Attack0.28034934
Insult0.061801232
Profanity0.024472807
Threat0.0074436385
Severe Toxicity0.0074005127
Low Tox 0.22445217 Constructive 0.554 Personal_Narrative
Aug 25, 2025 60 likes Why Canadians Are Turning Against …
As an American born Punjabi, I used to visit Canada when i was young (90's) and it was a beautiful place. Now I dread going there because the Canadian culture is lost. It's over run …
As an American born Punjabi, I used to visit Canada when i was young (90's) and it was a beautiful place. Now I dread going there because the Canadian culture is lost. It's over run with Indians and they don't share the same value or even cultural norms as Westerners. I see this problem in America as well but it's nto just Indians. In America, it's every country in the world that comes and interacts with their own community and there's no assimilation. Even as a second generation American, I still feel like a guest in this country and I am grateful for the Americans to have allowed my family to come here to live with them. Citizenship is just a piece of paper though. I know if I didn't assimilate, they could send me to India even if I know nothing about it. It's just basic humility.
Identity Attack0.2463217
Insult0.070799805
Profanity0.028503597
Threat0.007637825
Severe Toxicity0.006904602
Low Tox 0.19789438 Constructive 0.836
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
India..., such a beautiful culture..., living in troubled times, is the lot of us all.
India..., such a beautiful culture..., living in troubled times, is the lot of us all.
Identity Attack0.020178653
Insult0.011996903
Profanity0.019485557
Threat0.009281937
Severe Toxicity0.0019264221
Low Tox 0.035691574 Constructive 0.519 Solidarity
Sep 19, 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.