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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

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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: "Are people in both countries …" 1,198 comments · Page 41 of 48
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
Yo! The government should have a department to go after all the countries these deported people come from to get refunded for the flights.
Yo! The government should have a department to go after all the countries these deported people come from to get refunded for the flights.
Identity Attack0.05612817
Insult0.026831545
Profanity0.014976538
Threat0.0077154995
Severe Toxicity0.0025939941
Low Tox 0.1104733 Moderate Con 0.309 Call_To_Action
Dec 24, 2025 7 likes Deportations From Canada at Their …
As Canadians we must mobilize . our enemy has many faces, the 1st face of our enemy is known as democracy especially our democracy in Canada, if we remove the people in power we can …
As Canadians we must mobilize . our enemy has many faces, the 1st face of our enemy is known as democracy especially our democracy in Canada, if we remove the people in power we can then fight our 2nd enemy called law enforcement then those of us who are lucky to still be alive can then fight the 3rd face called immigration. This isnt easy and many of us will die but we must do things for the greater good and this war will be long. As European descendants we must always remember the fact that our forefathers never left home soil voluntarily they were kicked out and sent here as so called criminals. They built the country to what it was up until the 1980s then the soft Canadians who only survived thanks to the strong and brave decided wokeness needed to happen and thus here we are today
Identity Attack0.04512853
Insult0.0350029
Profanity0.015386449
Threat0.020782012
Severe Toxicity0.0030899048
Low Tox 0.1104733 Constructive 0.612 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
You can bring your culture as long as it does not infringe on the country and the people
You can bring your culture as long as it does not infringe on the country and the people
Identity Attack0.054763943
Insult0.022319598
Profanity0.022696527
Threat0.009256045
Severe Toxicity0.0025939941
Low Tox 0.11036996 Moderate Con 0.31 Moral_Argument
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
I felt compelled to write this. I appreciate you getting both sides and also asking some "hard" hitting questions that would mostly be seen as a rhetorical with a lot of people who have a …
I felt compelled to write this. I appreciate you getting both sides and also asking some "hard" hitting questions that would mostly be seen as a rhetorical with a lot of people who have a distaste for Indians (You pay international student tuition, complain about it, why are you here in the first place?). However I really appreciate that you do show the beautiful side of a community just trying to keep each other safe and well fed, while unfortunately it's a bit more explicit in the Western world that we tend to be more 'figure it out by yourself. Life yourself by your bootstraps' type of mentality. There is an immigration issue, specifically a resesntement feeling within the country, but it's still important to humanize people and communities.
Identity Attack0.06704199
Insult0.037980765
Profanity0.03464781
Threat0.008026198
Severe Toxicity0.0029945374
Low Tox 0.1100022 Constructive 0.885 Moral_Argument
Oct 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I think we should help people. I’m an immigrant and my parents got their passage paid but also had to pay it back. Which we did, but still waiting for our $50,000 cheque. My Dad …
I think we should help people. I’m an immigrant and my parents got their passage paid but also had to pay it back. Which we did, but still waiting for our $50,000 cheque. My Dad got a job in a town which had low rent. We were a family of five not living in a hotel but part of an army barracks. We were out in the country which freedom for all the kids. Free schooling,dental and Dr and cheep food. Where was this? You ask. Burwash, ont. A self sufficient industrial prison farm. We had a great childhood there. But the govt closed it because it was out of the way for inmates relatives to visit.
Identity Attack0.034558404
Insult0.035333443
Profanity0.047173142
Threat0.009048914
Severe Toxicity0.004119873
Low Tox 0.1100022 Constructive 0.745
Aug 7, 2018 1 likes How much do refugees and …
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...
Why India 🇮🇳 people going in western countries and why they brings their stuff. Why they don't value western ? That my biggest question
Why India 🇮🇳 people going in western countries and why they brings their stuff. Why they don't value western ? That my biggest question
Identity Attack0.10221587
Insult0.029604018
Profanity0.022218296
Threat0.007883795
Severe Toxicity0.0037765503
Low Tox 0.10913446 Moderate Con 0.332 Question
Feb 16, 2026 2 likes Inside Canada's Indian Invasion...
Lol - Corporations are abusing these programs to fire Canadians and replace them with people at lower wages and this is crashing the housing market across the country.
Lol - Corporations are abusing these programs to fire Canadians and replace them with people at lower wages and this is crashing the housing market across the country.
Identity Attack0.036105253
Insult0.032138187
Profanity0.020646973
Threat0.011353259
Severe Toxicity0.0028419495
Low Tox 0.10913446 Moderate Con 0.392 Economic_Argument
Nov 20, 2025 87 likes Quebec Ends Economic Immigration Program …
Agreed people should practice and adopt their host culture and language or go back to their country and practice the culture.
Agreed people should practice and adopt their host culture and language or go back to their country and practice the culture.
Identity Attack0.06658725
Insult0.025026767
Profanity0.01354185
Threat0.0072235605
Severe Toxicity0.0023460388
Low Tox 0.10870059 Moderate Con 0.435
Aug 25, 2025 Why Canadians Are Turning Against …
For people who get 60 per cent acceptance rate compared to my country's 30 per cent, I guess now that's your problem, enjoy your preference treatment as you kick the right and qualified people out. …
For people who get 60 per cent acceptance rate compared to my country's 30 per cent, I guess now that's your problem, enjoy your preference treatment as you kick the right and qualified people out. Pick your battles, wisely.
Identity Attack0.00899048
Insult0.026315894
Profanity0.015386449
Threat0.033386398
Severe Toxicity0.002708435
Low Tox 0.10826672 Moderate Con 0.42 Comparative_Framing
Sep 29, 2025 IRCC Names India in Study …
Without immigration Canada would fall... Canadians on their own do not have enough children to sustain the numbers to keep our economy stable. That's why the process is supposed to take awhile, have checks and …
Without immigration Canada would fall... Canadians on their own do not have enough children to sustain the numbers to keep our economy stable. That's why the process is supposed to take awhile, have checks and applications, so we are not just bringing in people, we are bringing in a sustainable number of people that will embrace being Canadian. We need to continue that. What we don't need is an influx of people who have not gone through the process, who do not understand they are being giving an opportunity to join us, and who are willing to be Canadian. No one wants to strip people of their history, but if you are leaving your country, you are doing it because you want something better, something different... the only way you get that is if you embrace where you are, not try and change it to what you left.
Identity Attack0.053854458
Insult0.03511308
Profanity0.014088398
Threat0.0079873605
Severe Toxicity0.0030517578
Low Tox 0.10739898 Constructive 0.669
Aug 26, 2025 Why Canadians Are Turning Against …
On point! He should be back as Minister of IRCC. He understands that people are gaming the system. Canada’s immigration system is being exploited by many international students, temporary workers, illegal immigrants, and even tourist …
On point! He should be back as Minister of IRCC. He understands that people are gaming the system. Canada’s immigration system is being exploited by many international students, temporary workers, illegal immigrants, and even tourist visa holders. IRCC is now granting repeated extensions on tourist visas. Why are they allowing these extensions? What are these individuals expected to do in Canada for years? Many tourist visa holders have been in Canada for several years — not necessarily because they refuse to leave, but because IRCC keeps extending their status. Some of these individuals end up working illegally, taking jobs from Canadian youth and citizens, and adding pressure to the housing market. The increasing numbers of asylum claimants, international students, temporary work permit holders, tourist visa holders, and undocumented individuals are placing strain on Canada and its citizens. IRCC needs to strictly follow the law and enforce regulations. If not, Canada’s immigration system will continue to be exploited, and abusive individuals or even criminals could find it easier to enter the country.
Identity Attack0.036105253
Insult0.043250903
Profanity0.014327513
Threat0.007340072
Severe Toxicity0.0023555756
Low Tox 0.10696511 Constructive 0.818 Policy_Critique
Feb 17, 2026 9 likes LILLEY UNLEASHED: The fall of …
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education …
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education and rules followed lived there. Now I am 18 and it is very sad to see that people who lack basic manners are going there in exchange of money, yes it is true that you cannot bring knowledge and good values in yourself with money, European people and American people should also think about this and should ask questions to their government that why are they bringing these people to get profit in the vote bank or are they very educated people, but looking at the condition it is not true that Their parents may have also taught them basic manners, many Indians do not have the flexibility to change their habits after seeing the country, but they would have had problems with people coming to their country from outside who did not live in the Indian culture, but if they did not live with outsiders and were forbidden to do that, then that would be racism! One should follow whatever religion one wants but see again it should change with the new environment, even in nature when a species migrates to a new place it follows the rules and practices it uses, it does not mean that its genetics change completely.
Identity Attack0.037136484
Insult0.03511308
Profanity0.027683776
Threat0.007598988
Severe Toxicity0.0028038025
Low Tox 0.10609736 Constructive 0.759 Identity_Assertion
Feb 11, 2026 3 likes Inside Canada's Indian Invasion...
It is incredible how some people overlook the fact that the Indian community is a pillar of the Canadian economy. If this community stopped working for just 24 hours, Canada would literally stall. Indian students …
It is incredible how some people overlook the fact that the Indian community is a pillar of the Canadian economy. If this community stopped working for just 24 hours, Canada would literally stall. Indian students alone contribute over $22 billion annually to the economy, effectively subsidizing the entire Canadian higher education system. In the healthcare sector, immigrants make up nearly 37% of physicians and 43% of pharmacists, with a massive percentage coming from the Indian diaspora. They are the ones keeping the clinics and pharmacies open for everyone. ​The impact stretches into every part of daily life, as over 56% of transport companies and 53% of restaurants are immigrant-run. Without them, grocery shelves would be empty and the supply chain would collapse. Furthermore, nearly half of the tech and software design sector is powered by the immigrant community. Beyond labor, some of the wealthiest people and biggest job creators in Canada are of Indian origin, such as David Cheriton and Prem Watsa, who have invested billions into the country. The Indian community isn't just visiting Canada; they are building, funding, and healing it every single day.
Identity Attack0.07921951
Insult0.03136692
Profanity0.016411226
Threat0.0067834044
Severe Toxicity0.0025367737
Low Tox 0.10609736 Constructive 0.704 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
India have a good universities because some countries accept their Indian people with bachelor degree as H1B visa program, but most India apply and accepted in Canada as student visa, how many finished and how …
India have a good universities because some countries accept their Indian people with bachelor degree as H1B visa program, but most India apply and accepted in Canada as student visa, how many finished and how many leave the country? because they allow them to work at the same time. who would not take advantage to Canadian foreign programs, and those Indian MP's in parliament will support this programs to help their kinds or country fellows to dominate this country.
Identity Attack0.10221587
Insult0.02657372
Profanity0.0127561875
Threat0.007249452
Severe Toxicity0.0021743774
Low Tox 0.10522962 Constructive 0.525
Nov 30, 2025 IRCC Names India in Study …
Is Stopping them from coming in, not the easiest answer? Give back the part time jobs to Canadian teens so they can afford to go to school and send home the 8 million immigrants that …
Is Stopping them from coming in, not the easiest answer? Give back the part time jobs to Canadian teens so they can afford to go to school and send home the 8 million immigrants that came into the country during the time of Trudeau and Carney. This will lower cost of housing, right now it takes 5 people on minimum wage to afford a 1 bedroom apartment and we wonder why we have so many people living on the streets. This will open jobs lower prices on food and allow the future generation to afford a a home.
Identity Attack0.048480038
Insult0.033460364
Profanity0.013439372
Threat0.008582866
Severe Toxicity0.0030136108
Low Tox 0.104795754 Constructive 0.681
Sep 29, 2025 IRCC Names India in Study …
He should collect their tears in a jar and sell them online. Real Canadians will pay top dollar for the tears of people who rightfully got the boot from this country.
He should collect their tears in a jar and sell them online. Real Canadians will pay top dollar for the tears of people who rightfully got the boot from this country.
Identity Attack0.039456755
Insult0.029604018
Profanity0.015557245
Threat0.00951496
Severe Toxicity0.0025749207
Low Tox 0.103928015 Low Con 0.281 Humor_Satire
Jan 18, 2026 2.9 million Canadian temporary visas …
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to …
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to our country. I agree, I think if people come to my country, they need to assimilate. Learn our languages, understand our culture and integrate. I feel that they need to create another sector to follow up on visas, check in on people, monitor. I also feel the banks need to monitor the amount of money people are sending back home, I understand some money. But not everything.
Identity Attack0.08749158
Insult0.024640027
Profanity0.029596692
Threat0.00948907
Severe Toxicity0.0037956238
Low Tox 0.103060275 Constructive 0.852 Policy_Critique
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
Employers choose Indian students over local Canadian students bc they only have to pay them half as much. The other half of their wages are paid by us tax payers through a subsidy program. There's …
Employers choose Indian students over local Canadian students bc they only have to pay them half as much. The other half of their wages are paid by us tax payers through a subsidy program. There's nothing wrong with good honest working people moving to a new country and living and working like the locals. But when you live OFF of the locals tax dollars or cheat the system, it is not going to be healthy for immigrants, Canadians or the economy.
Identity Attack0.07673789
Insult0.028392024
Profanity0.0127561875
Threat0.006304411
Severe Toxicity0.00207901
Low Tox 0.103060275 Constructive 0.61 Economic_Argument
Oct 2, 2025 IRCC Names India in Study …
The great peaceful Canada that I call Home is going down the drain. The government has done this to our people. Immigration on the rise. The Liberals are still bringing in new immigrants and supporting …
The great peaceful Canada that I call Home is going down the drain. The government has done this to our people. Immigration on the rise. The Liberals are still bringing in new immigrants and supporting them. Our children can’t find jobs and if they do it takes months to get one. Why does the government house immigrants? Why are we the tax payers footing the bill. We as Canadians are stressed!! Why do we have to leave a country that we live in. The Government has let down their people.
Identity Attack0.042550452
Insult0.030375287
Profanity0.012517073
Threat0.007547205
Severe Toxicity0.0024604797
Low Tox 0.103060275 Constructive 0.62
Aug 31, 2025 2 likes Why Canadians Are Turning Against …
Culture is a tricky thing. Is it not a known fact that one may not be all that interested in their culture and religion in their country of origin, but once immigrated to a different …
Culture is a tricky thing. Is it not a known fact that one may not be all that interested in their culture and religion in their country of origin, but once immigrated to a different land, these same people become more attached to their original culture and religion, even more orthodox in their beliefs. They try to recreate what is familar. Why are we surprised most are not assimilating? It takes, for most, many generations. And even then. Immigrants will always, in one way or another affect change in the general culture. Think of different cuisine, the arts, influences on our beliefs, etc. What is a Canadian anyways? One who lives here? Who pays taxes here? How long of roots do you need to have before you are no longer called an immigrant? We have a very large country and from one community to another there is a difference in the culture. Perhaps we need to be clearer on what is in fact our highest Canadian values and communicate them more effectively. I would also like to add that there is suffering in not being able to pass on your culture. Watching your children and grandchildren speaking a different language, not having them understand yours enough for you to enjoy signing traditional songs to, not being able to guide them in your religious beliefs, etc., in the name of them becoming assimilated. I am experiencing these and my roots go back over 400 years on this land.
Identity Attack0.07673789
Insult0.027730936
Profanity0.018734055
Threat0.006861079
Severe Toxicity0.0023174286
Low Tox 0.102626406 Constructive 0.861
Sep 10, 2025 1 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...
STOP SPREADING HATE — CANADA IS FOR EVERYONE!” So what if the Indian population is growing? We’re all immigrants or descendants of immigrants — that’s the truth! People come here to study, to work hard, …
STOP SPREADING HATE — CANADA IS FOR EVERYONE!” So what if the Indian population is growing? We’re all immigrants or descendants of immigrants — that’s the truth! People come here to study, to work hard, to build businesses, to pay taxes, and to make this country stronger, just like every generation before them. So stop pointing fingers. This is our Canada, built by all of us, together. Diversity isn’t the problem — it’s our power. 💪
Identity Attack0.053399716
Insult0.026831545
Profanity0.012722028
Threat0.0066733654
Severe Toxicity0.0020694733
Low Tox 0.10175867 Constructive 0.653 Solidarity
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …

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.