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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: "Can we exchange Canada for …" 8 comments
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)
Pretty clear the mango moron doesn't want his neighbours in his country. Just a matter of time before it's completely shut down to Canadians. Spend your money in Canada if you have any to spend …
Pretty clear the mango moron doesn't want his neighbours in his country. Just a matter of time before it's completely shut down to Canadians. Spend your money in Canada if you have any to spend better value no exchange rate.
Identity Attack0.0046557887
Insult0.15017739
Profanity0.0022990184
Threat0.00050246605
Severe Toxicity0.000007764708
Low Tox 0.18352273
Dec 8, 2025
Canada is basically an oligopoly. The politicians are intertwined with a wealthy ruling class that is extremely politically protected. The influx of immigrants was by design to repress wages and ensure that wealthy oligarchs could …
Canada is basically an oligopoly. The politicians are intertwined with a wealthy ruling class that is extremely politically protected. The influx of immigrants was by design to repress wages and ensure that wealthy oligarchs could continue to pay minimum wage for labor. The politicians get board positions in exchange for these favours. The media is heavily subsidized by government, and Donald Trump going off on Canada and threatening tariffs was all they needed to ensure our conservatives could be painted as traitors to the country and the Liberals could be guaranteed a win so the charade can continue.
Identity Attack0.055218685
Insult0.07428485
Profanity0.018392462
Threat0.008077981
Severe Toxicity0.0031089783
Low Tox 0.15324512 Moderate Con 0.488 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open …
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open minded, living and letting live, freedom, being tolerant etc. These are the best ideas or culture that if held long enough by the majority of the people will turn that place into a great civilization indeed. Every great civilization of history was built through this culture in history. persian empire, macedonian empire, roman empire, british empire and now the united states etc... were/are all very diverse and very tolerant of indians and their ideas... cultural exchange of ideas through indians and receiving diverse viewpoints which helped them become great. However great empires, great places and civilizations never last. They fall down. They fall down once the culture changes. which is natural since culture is not static but dynamic, since it exists only in the minds of people, it can change in the same generation, or in the next - all it takes is replacing existing ideas with other ideas in the minds of people large enough. This is what we are seeing happening in canada and India... a shift of culture. The same culture of responsible for turning India into a terrible country is being adopted by canadians. Meanwhile for the past few decades.. india on the other hand has been adopting the better culture and growing slowly and steadily with many mistakes and hurdles along the way towards a brighter future... slowly because its huge... steadily because it knows where to go.... mistakes and hurdles because its an open democracy... If this cultural shift keeps continuing this way... There will come a time where canada would look more like afghanistan and India will look like the us or scandinavia... However i hope thats not the case. and its just a phase that does not lead to some significant revolution in terms of peoples thinking.
Identity Attack0.07425626
Insult0.025413504
Profanity0.027273865
Threat0.00780612
Severe Toxicity0.0037574768
Low Tox 0.10956833 Constructive 0.639 Moral_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
I lived in Oshawa Ontario for 4-months due to student exchange. My school was mostly Indians, when i arrived to Canada I genuinely felt like I was in India.
I lived in Oshawa Ontario for 4-months due to student exchange. My school was mostly Indians, when i arrived to Canada I genuinely felt like I was in India.
Identity Attack0.10221587
Insult0.020901557
Profanity0.01620627
Threat0.006427396
Severe Toxicity0.0023269653
Low Tox 0.09308127 Constructive 0.641 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada benefits a lot from immigration, and it’s one of the main reasons the country actively encourages newcomers. Here’s a breakdown in simple terms: ✅ Benefits of Immigration for Canada Population Growth Canada has a …
Canada benefits a lot from immigration, and it’s one of the main reasons the country actively encourages newcomers. Here’s a breakdown in simple terms: ✅ Benefits of Immigration for Canada Population Growth Canada has a low birth rate, so without immigrants, the population would shrink. Immigration helps keep the workforce young and growing. Economic Growth Newcomers fill jobs, start businesses, and pay taxes. Skilled immigrants help in industries facing shortages (healthcare, tech, trucking, etc.). Diversity & Innovation Different backgrounds bring new ideas, cultural exchange, and global connections. Many successful Canadian companies were started by immigrants. Support for Aging Population Canada has many retirees. Immigrants contribute to pension plans and healthcare systems, supporting older generations. Global Reputation Canada is seen as a welcoming, multicultural country, which boosts tourism, trade, and international partnerships. ⚠️ Challenges (but still manageable) Housing demand increases
Identity Attack0.019877186
Insult0.017012933
Profanity0.012277958
Threat0.0068999166
Severe Toxicity0.0015926361
Low Tox 0.03875561 Constructive 0.672
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
even in the little town where i live in western canada there is a community collage and a lot of punjabi's that have straight up told me that they are here for school but only …
even in the little town where i live in western canada there is a community collage and a lot of punjabi's that have straight up told me that they are here for school but only go to 1 class once maybe 2 times a week for just over an hour and the rest of the time they are here working on student visa's where the government is paying half the wage prompting bigger business to highering these exchange student instead of local people
Identity Attack0.019173764
Insult0.014124917
Profanity0.011816809
Threat0.0060713873
Severe Toxicity0.0012111664
Low Tox 0.030270588 Constructive 0.63 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
1:47 There's no employment for people in Canada or coming to Canada. Everything seams to be shutting down. The dollar exchange value make's it more expensive for items to buy.
1:47 There's no employment for people in Canada or coming to Canada. Everything seams to be shutting down. The dollar exchange value make's it more expensive for items to buy.
Identity Attack0.000055455548
Insult0.00013564127
Profanity0.000018634464
Threat0.000021238433
Severe Toxicity0.0000025885317
Low Tox 0.0003046435 Economic_Argument
Apr 15, 2025 17 likes

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.