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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: "USA people, your country is …" 37 comments · Page 2 of 2
I am an Indian. I request the people in all the developed countries of the world to make extremely tough emigration laws, so that the people who are legally acquiring citizenship of your country are …
I am an Indian. I request the people in all the developed countries of the world to make extremely tough emigration laws, so that the people who are legally acquiring citizenship of your country are not dependent on the taxes paid by the original residents of those countries. Plain, simple and honest. Now, if you are allowing every tom, dick and harry from any country to live in your country, then the chances would be high that, unproductive/criminals of the other country to start to get citizenship. Please DO NOT blame entire India for changing the demographic landscape of Canada, or any other developed country. Please make extremely tough laws, like in USA, to sift out the unwanted people. India is dirty, everyone knows. Indians are corrupt, everyone knows. So, please allow ONLY young Indians who are smart/hardworking enough, who can win a Nobel prize/Olympic Medal/set up businesses, for Canada, to take the citizenship of Canada.Take example of Dubai. Lawmakers of Dubai are intelligent/honest. Please......
Identity Attack0.18313584
Insult0.1342682
Profanity0.1413768
Threat0.011974656
Severe Toxicity0.012207031
Low Tox 0.23667802 Constructive 0.692 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Lot of people....the original citizens feel the burn since the world around them is changing. It's natural that they harbor these ill feelings. Most of them are ill informed and have these racist views. It's …
Lot of people....the original citizens feel the burn since the world around them is changing. It's natural that they harbor these ill feelings. Most of them are ill informed and have these racist views. It's true for every immigrant community that emigrated from Europe as well. You have Irish immigrant towns, little Italy's, China towns, little India's, polish neighborhoods in Chicago etc ...these kind of neighborhoods are all over north America (USA & Canada). This is natural. Assimilation happens in 1 or 2 generations. Economic expansion and fulfilling social security benefits for the older generation needs population growth and a new younger workforce. This is achieved thru immigration of skilled labor force of all kinds. Population dynamics and demographics keep changing all the time and it has happened thru out human history. Now we are living in an interconnected and inter dependent world. It's better to adapt to change and move on and retain your loyalty to the country they migrated to and contribute positively to their economy and try to assimilate as much as possible and be aware of the sensitivities. This new immigration is from Asia and they are of different ethnicities and cultural background unlike european immigration that happened earlier. So some backlash to these new people's is to be expected and there will be lot of scapegoating and stereotypical epithets that will employed to demonize the new immigrant groups. We all have to adjust assimilate and move on in this great circle of life.
Identity Attack0.18705739
Insult0.08582769
Profanity0.027410502
Threat0.012440704
Severe Toxicity0.0062179565
Low Tox 0.2191003 Constructive 0.732 Comparative_Framing
Dec 21, 2025 Inside Canada's Indian Metropolis (Brampton)
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'll never understand people who love their country and culture so much and then move to Canada or USA😂😂😂😂
I'll never understand people who love their country and culture so much and then move to Canada or USA😂😂😂😂
Identity Attack0.17303948
Insult0.03885912
Profanity0.017709278
Threat0.0070552654
Severe Toxicity0.0050354004
Low Tox 0.19789438 Moderate Con 0.374 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
It's almost like every rich Western country is sponsoring their own specific 3rd world race/ethnicity. The USA it is latinos. Europe it is Muslims. Canada it is Indians. It also seems like this entire thing …
It's almost like every rich Western country is sponsoring their own specific 3rd world race/ethnicity. The USA it is latinos. Europe it is Muslims. Canada it is Indians. It also seems like this entire thing has been orchestrated by world governments as a collective, against the people's wishes.
Identity Attack0.23467018
Insult0.039151907
Profanity0.017982552
Threat0.007262398
Severe Toxicity0.0044441223
Low Tox 0.19029272 Moderate Con 0.331
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal …
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal immigrant who migrated here with a nuclear family only on merit, I believe I earn the privilege to voice my thoughts here. First of all, rather than blaming the hoards of Indian immigrants, why don't anyone ask questions to the people who allowed it? Why not ask the politicians who vetoed it? Why not ask the police who is not able to stop reckless drivers? Why not ask the minister's who allow hospitals to run under staffed? USA has a massive Indian diaspora. But they are mostly IT workers and CEOs and Doctors. So who was at mistake of bringing illiterate, uncouth Indians to Canada? After earning all the required merit, and paying as much taxes from my family that is equivalent to minimum wages of at least 4 people, it hurts me to see undeserving people taking benefits of the system, while we get the short end. No one seemed too concerned when Indian students brought in so much money and revived some dead economies. No one blamed thousands of Punjabi businesses bringing in dollars into the economy. India, with its 150 billion people has s#!to eaters and people who can buy out Canada. You only see the bad. Press the government to bring in good people. Doctors, engineers, lawyers, scientists, business people, who will add value to the country and generate you jobs and salaries and grow this country. Not cooks and drivers only. Khalistan and Pro-BJP factions are both bad outside India. They all should go back and let the peace loving Indians and Canadians live here in peace. I don't hate anyone, but just the people who make my home country and me look bad. We ain't that bad after all.
Identity Attack0.105836816
Insult0.05262003
Profanity0.016172111
Threat0.007909686
Severe Toxicity0.0029945374
Low Tox 0.15158679 Constructive 0.821 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
When government leaders focus on population and economic growth that's usually is a sign that they aren't balancing the budget correctly. They're trying to increase tax revenue without increasing taxes. I'd look closer at government …
When government leaders focus on population and economic growth that's usually is a sign that they aren't balancing the budget correctly. They're trying to increase tax revenue without increasing taxes. I'd look closer at government corruption. Overpopulation destroys the environment. Canada is one of the few places on earth that still has an environment. Russia and Australia are the other ones. Russia's strategy is to look sort of like an ogre and it's too cold. Australia's strategy is to look like they harbor too many dangerous animals and the land is too arid. Canada's strategy is to keep higher taxes than the USA and it's too cold. People tend to gravitate toward lower tax and warmer places. Fewer people is better, it doesn't matter what their race is. I did notice the Indians he talked to were patriotic to their adoptive country, that's a good sign. Host nations like when the new people assimilate.
Identity Attack0.022590388
Insult0.06459839
Profanity0.020783609
Threat0.007819066
Severe Toxicity0.0024032593
Low Tox 0.112953395 Constructive 0.711
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
You've got it wrong, super wealthy Western countries like Canada, the USA, UK, Scandinavian Nordic countries, Europe, and even Australia don't 'need' immigrants from 3rd/4th world countries. Super wealthy Western countries first priority is to …
You've got it wrong, super wealthy Western countries like Canada, the USA, UK, Scandinavian Nordic countries, Europe, and even Australia don't 'need' immigrants from 3rd/4th world countries. Super wealthy Western countries first priority is to its own native population and country first by investing in them. The new 180 stance on immigration is proof that these super wealthy Western countries are moving forward with stricter immigration policies, a push for increased mass deportation, eliminating Visa/Green Card Holders for certain groups, going after scam related to immigration, rescinding citizenship and deporting non-native populations a lot easier. It's not just Canadians who are sick and tired of all these new people(legal and illegal) but The West in general🇺🇸
Identity Attack0.06749674
Insult0.03665562
Profanity0.015967157
Threat0.008789998
Severe Toxicity0.0032806396
Low Tox 0.112333365 Constructive 0.515 Policy_Critique
Aug 25, 2025 24 likes Why Canadians Are Turning Against …
Canada should be the last country to be experiencing a migrant crisis considering its next to impossible to illegally immigrate there and most people are aiming to get to the USA instead. They were very …
Canada should be the last country to be experiencing a migrant crisis considering its next to impossible to illegally immigrate there and most people are aiming to get to the USA instead. They were very selective in taking in Syrian refugees in 2015 and they were the only country in the Americas to not be impacted by The Venezuelan crisis. The govt brought this on themselves lol
Identity Attack0.053854458
Insult0.028612386
Profanity0.016889455
Threat0.007624879
Severe Toxicity0.0020885468
Low Tox 0.10175867 Moderate Con 0.438 Policy_Critique
Feb 5, 2026 Inside Canada's Indian Invasion...
If I remember right canada first house crises was in the 19’s something and back then they started making more houses to resolved this problem………………..,… And I am thinking that getting immigrants from only 1 …
If I remember right canada first house crises was in the 19’s something and back then they started making more houses to resolved this problem………………..,… And I am thinking that getting immigrants from only 1 country might not be good, because of countries, society mentality…………. One Example ; a-lot people in the USA are strong guns advocate, if Canada only get people from the US and because the majority of Americans love their guns, they may advocate to have more guns freedom in Canada and teach their children guns loving mentality. So it is probably best to mix individual from various country to minimize this outcome. ………………. In any case immigration are very important for countries whom don’t make a lot of babies, to survive and stay strong in today’s world where weak countries are getting crushed by strong countries……………… what make countries strong is their population, where government take taxes to pay and buy defensive guns to defend a country without the need to go into dept and sell its soul to powerful countries. I did not go to any university and yet I was able to understand this …
Identity Attack0.04151922
Insult0.030595649
Profanity0.016342908
Threat0.013372798
Severe Toxicity0.0030517578
Low Tox 0.1013248 Constructive 0.579
Jul 20, 2025 How Canada broke its immigration …
India: 1.4 billion people Combined population of USA, UK, Australia, Canada and NZ: 500 million That means you could double the populations of the Anglosphere countries with Indians and still have close to another billion …
India: 1.4 billion people Combined population of USA, UK, Australia, Canada and NZ: 500 million That means you could double the populations of the Anglosphere countries with Indians and still have close to another billion Indians. Or stated another way, you could quadruple the populations of the Anglophone countries with Indians
Identity Attack0.038683333
Insult0.011882903
Profanity0.013678487
Threat0.0072882893
Severe Toxicity0.0016212463
Low Tox 0.04290464 Moderate Con 0.318 Comparative_Framing
Jan 27, 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.