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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: "I’m Australia on a work …" 5 comments
I’m gonna comment here with a lil rant and I’m Indian woman, and I know my comment here would probably invite a lot of racist remarks . I am working very hard in my country …
I’m gonna comment here with a lil rant and I’m Indian woman, and I know my comment here would probably invite a lot of racist remarks . I am working very hard in my country to be a doctor and I wanna leave my country (because no opportunities ) and move to a better and a safer country where I’m respected as a woman , which my country fails to . Now , I have to give a lot of exams and fill up a lot of visa requirements to be in any better country and I’m absolutely fine with it . But I’m not fine with the fact that countries like Canada , Australia , uk etc are immigrating people from India who are not educated , don’t wanna assimilate, with very eased up visa requirements, easy pr facilities because these countries want cheap labor and when these bottom of barrel uneducated folks move to another country they do shady businesses , start making huge communities of similar people having similar views and this leads to chaos and a backlash , racism on a particular ethnicity, stereotypes and so and so . I’m not saying my people aren’t flawed , they are but why the government is so easy in immigrating uneducated uncouth people from 3rd world countries where even these people wouldn’t be hired in some great companies or give anything great to build a valuable society , why people who are talented and literally would assimilate, has respect , is educated literally would bring a change for better is sidelined or toughened up their immigration process ? I might come off as very rude and jealous by my comment and actually im kinda jealous but I really wanna know and I observed this pattern a lot . All educated people wanting to move out are struggling while these kinda are just migrating so so easily and most even have permanent residencies WHAT ???
Identity Attack0.17614605
Insult0.076185785
Profanity0.13256322
Threat0.013579931
Severe Toxicity0.012283325
Low Tox 0.22980402 Constructive 0.778 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served them. So it was easy for them to immigrate and assimilate into your culture. Now you see many poor people also immigrating because immigration became more accessible, its just like the touchscreen phones, before only rich people had them, but later and now everyone has it. Plus your overly liberal and the stupid point system lets anyone enter the country if they meet a specific criteria, they barely check their english, background, crime record, etc. Also, living in India is a survival, or a nightmare for short. Especially for the poor people in the up north, and so they go to these shady agents who claim that they can send him or her to Canada, UK, Australia where ever they want in exchange for some money. Sometimes these agents turnout to be scams and sometimes not, then these students apply to some fake university that has no campus in Canada and select a course thats easy. Then once approved they come to canada, don’t go to university and make some other indian friends who say they have contacts with some job providers and through that the students get their jobs at the fast food joints and shopping malls. The mindset with which these students come to Canada is that I want to get a simple job as soon as I land in Canada and through that job I can get a PR. They never go to assimilate or discover the culture, they come because the country looks nice, has resources, and will provide them with a good salary so that they send some money back home to their parents as compared to low paying jobs in India, which too are super competitive. They still like the indian way of life, the culture, the food, the attire, just not in India. Thats why you’ll never see these students eating at anything other than a Indian Punjabi Restaurant or a fast food joint, they will never make white friends, they will never try to change the way they speak and look at Canadians, they will never try to change their driving habits. In conclusion, more poor people and students migrating, paired with their mindset of “I want everything to be Indian just not in India but in a place that looks better” paired with their low interest in actually learning and working better jobs is what makes them a bad immigrant group. But thats not to say that all are like that its only some and mostly Punjabis/ other North Indians that have this mindset. The reason why the Indian group in USA is much better and successful is because they are mostly of south indian descent. Those people are far more educated, actually respect the law of the land. And fun fact: The stereotypical Indian Accent originated from USA mainly and reason why many indians say that they don’t speak in that accent is because that particular stereotypical accent is present in Indian people who come from the states of Andra Pradesh and Telegana, which is is where most of the Indians in USA are actually from. Sorry for the long ass comment and some writing mishaps, I really lose my writing quality when I’m writing long comments.
Identity Attack0.14875233
Insult0.083112895
Profanity0.041912504
Threat0.008129764
Severe Toxicity0.005607605
Low Tox 0.19893374 Constructive 0.608 Policy_Critique
Dec 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I’m Australia on a work visa in Canada and I’m shocked by how many Indians are here. I’m assimilating to the Canada culture and ways but a lot of them here I’ve noticed don’t and …
I’m Australia on a work visa in Canada and I’m shocked by how many Indians are here. I’m assimilating to the Canada culture and ways but a lot of them here I’ve noticed don’t and won’t.
Identity Attack0.27510223
Insult0.047935467
Profanity0.019348921
Threat0.006912862
Severe Toxicity0.004558563
Low Tox 0.1893425 Constructive 0.613 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
One thing that always surprises me is that a lot of immigrants actually don't like mass immigration. I worked with a polish lady who complained more than anyone about the amount of polish people. I've …
One thing that always surprises me is that a lot of immigrants actually don't like mass immigration. I worked with a polish lady who complained more than anyone about the amount of polish people. I've met a lot of Turkish people and a few of them weren't best pleased with the amount of turkish people, and in this video an Indian man says there's too much of it too. Its not an uncommon sentiment among immigrants that they specifically came here for a change in culture, only for it to follow them here. Specifically surrounding politics, a lot of them leave because of the politics where they were, only to find its just as much of a problem here because so many bring those problems over with them rather than leaving them behind. Just to clarify though while I think immigration is obviously a big problem in its current state, I'm not at all against the idea of immigration in general. I care more about where people are going than where they're from. Its just very odd when you hear a strong accented polish lady walk passed complaining and swearing about all the polish people. I guess it does make sense though, if i imagine desperately wanting to leave home for Australia, it would obviously be disappointing to arrive after packing up my life savings to find out all of the people and all of the things were exactly the same as back home. Pretty sad when you think about it.
Identity Attack0.2127345
Insult0.054962315
Profanity0.07126612
Threat0.009981008
Severe Toxicity0.0062942505
Low Tox 0.17891699 Constructive 0.838 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I'm an Aussie who did a Working Holiday in Canada and was shocked at the level of segregation in Canadian cities. They have literal cities that cater exclusively to one ethnicity; examples include Surrey and …
I'm an Aussie who did a Working Holiday in Canada and was shocked at the level of segregation in Canadian cities. They have literal cities that cater exclusively to one ethnicity; examples include Surrey and Brampton (Indian), Richmond, Burnaby and Markham (Chinese) and Vaughan (Italian). It's really funny cos Canadians that come to Australia like to lecture us on how welcoming and mixed Canada is when Canadian society is far more segregated than ours.
Identity Attack0.04693319
Insult0.019419061
Profanity0.010894509
Threat0.006110225
Severe Toxicity0.0015258789
Low Tox 0.057748068 Constructive 0.782
Sep 28, 2025 285 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.