Skip to content
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

click to expand

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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "I think what people should …" 385 comments · Page 13 of 16
As someone who is born in Canada as an Indian. This is absolutely sad to here. I want the best for Canadians who are born and raised here. I have 10 years of experience working …
As someone who is born in Canada as an Indian. This is absolutely sad to here. I want the best for Canadians who are born and raised here. I have 10 years of experience working in the nation I was raised and I am having some people have my job who aren't even fit for the job. It makes no sense to me. Our wages have stalled due to international students for a better life, but at the end I want money just like other Canadians who have been here for ages. Also we need to end why our government allows lucrative hiring contracts overseas for cheaper positions in certain degrees and diplomas. In addition, why are all of our call centers placed all over the world. From Africa, south east Asia, South Asia. Those jobs can be available here. We can have a decomcratic country if our country didn't care about just "growth" we didn't need more immigration. We needed systematic change in government, schools, common sense, I could go on. I think us as Canadians don't know how corrupt the world really is. Look at other countries and how they work. It's lucrative essentives to benefit only certain people. I would rather have our tax payer money be used to fix the system. My dad's been here since the 1980s and he is sad for everyone. This is a loss on both ends. We didn't create new universities, new highways to support the population, no hospitals, new schools. I remember when my class sizes were 18 to 20 kids. We need change, not radical because we were never that. Let's do what we do best and be Canadians for us first.
Identity Attack0.09410924
Insult0.04383647
Profanity0.019758832
Threat0.0074306927
Severe Toxicity0.0032806396
Low Tox 0.11419344 Constructive 0.85 Personal_Narrative
Oct 1, 2025 1 likes IRCC Names India in Study …
I think immigration is just one of the surfaces issues that we are facing, too many people get stuck in them instead of the real problem, which is government corruption and greed. If we don’t …
I think immigration is just one of the surfaces issues that we are facing, too many people get stuck in them instead of the real problem, which is government corruption and greed. If we don’t learn from history, we are doomed to repeat it
Identity Attack0.0543092
Insult0.036545437
Profanity0.016411226
Threat0.00704232
Severe Toxicity0.0024414062
Low Tox 0.1140901 Constructive 0.524 Policy_Critique
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada calls students to give them PGWP after finishing their educations in Canada. The students pay ultra high education and life expenses. Then, Canada says we don’t need this much skilled worker as white collar, …
Canada calls students to give them PGWP after finishing their educations in Canada. The students pay ultra high education and life expenses. Then, Canada says we don’t need this much skilled worker as white collar, but you can works as uber drivers or Tim Hortons workers. The reason is Canadian youths don’t want to work in those odd jobs. However, Canadian people complain about the immigrant odd workers. They think economy is bad because of those immigrants who paid thousands of dollars for education and have been working in odd jobs. This is stupidity. Canada government exploits immigrant students by making them spend thousands for education and can only provide odd jobs for most of the immigrant students who hold PGWP work visa. Then some almost-racist Canadian folks stand against immigrants who have actually been exploited.
Identity Attack0.08831879
Insult0.045593183
Profanity0.016889455
Threat0.007197669
Severe Toxicity0.0031089783
Low Tox 0.11357342 Constructive 0.589 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
The problem: we still have technocrats that think more people are essential to "growth". That an expanded economically bottom of the ladder work forces will somehow "pay for our (indexed!) pension system". The liberal mindset …
The problem: we still have technocrats that think more people are essential to "growth". That an expanded economically bottom of the ladder work forces will somehow "pay for our (indexed!) pension system". The liberal mindset still believes this bunkum. And the Liberals are still running our immigration system.
Identity Attack0.030691283
Insult0.06267534
Profanity0.018255826
Threat0.0063950317
Severe Toxicity0.0019836426
Low Tox 0.11347008 Moderate Con 0.349 Policy_Critique
Jun 20, 2025 How Canada broke its immigration …
I think there is more people here than you think
I think there is more people here than you think
Identity Attack0.009064475
Insult0.046764325
Profanity0.020578653
Threat0.00704232
Severe Toxicity0.0023555756
Low Tox 0.11347008 Moderate Con 0.357 Question
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
I agree with you to the extent of your understanding of Canadian culture. However, immigrants to Canada should be aware that the First Nations and indigenous people of Canada often have to seek a better …
I agree with you to the extent of your understanding of Canadian culture. However, immigrants to Canada should be aware that the First Nations and indigenous people of Canada often have to seek a better life in other countries because colonizers and their descendants show no regard for treaty rights and have disenfranchised First Nations. The government hides the facts about the plight of indigenous Canadians and lie to Canadian immigrants and citizens, always to divide and conquer. Immigrants often don't realize that most indigenous Canadians are living in worse conditions than what the immigrants themselves came from, and few live as comfortably as white Canadians. When white people talk about how hard they have it because of immigrants, they should think about what First Nations have to deal with everyday because of them. Why is there a French-speaking province and not a Cree or Anishnabe speaking province?
Identity Attack0.083355546
Insult0.05964688
Profanity0.014122557
Threat0.007521313
Severe Toxicity0.0029754639
Low Tox 0.11336674 Constructive 0.77
Sep 15, 2025 1 likes Why Canadians Are Turning Against …
People are scared to say how they really think 😂😂😂😂
People are scared to say how they really think 😂😂😂😂
Identity Attack0.011025362
Insult0.026315894
Profanity0.030389199
Threat0.00948907
Severe Toxicity0.0033950806
Low Tox 0.11316007 Low Con 0.275 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I wonder what these people think of Canadian men enjoying the beach in just shorts. Oh the humanity!!! Yep. Canada has changed. No longer can people do what they do. IN CANADA!
I wonder what these people think of Canadian men enjoying the beach in just shorts. Oh the humanity!!! Yep. Canada has changed. No longer can people do what they do. IN CANADA!
Identity Attack0.07921951
Insult0.033239998
Profanity0.012277958
Threat0.007145886
Severe Toxicity0.0032234192
Low Tox 0.11305673 Moderate Con 0.327
Dec 31, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I live in a medium size city in Canada I’m not gonna say the name of it, but it has in between 100,000 and 400,000 people but where I live it seems to be 30% …
I live in a medium size city in Canada I’m not gonna say the name of it, but it has in between 100,000 and 400,000 people but where I live it seems to be 30% Indian immigrants and I am not racist one bit but it it seems to be more immigrants, then are actual people that lived here before and it just seems to be like the city. I’m living is changing so fast. And it seems like it’s doubling every year I think it’s projected to be a million people by 2050 and less the 300 thousand people live here so
Identity Attack0.10221587
Insult0.034011267
Profanity0.033144772
Threat0.008039144
Severe Toxicity0.0044059753
Low Tox 0.11305673 Constructive 0.604 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Invasion...
I think the Pakistani Guy nailed it! When the economy cannot siphon people into the workforce you form a nexus to survive. It eventually evolves into a closed group that is then seen as a …
I think the Pakistani Guy nailed it! When the economy cannot siphon people into the workforce you form a nexus to survive. It eventually evolves into a closed group that is then seen as a non-integrated community. This is not unique to Canada. Usually first generation immigrants who came in the 70s, 80s and 90s (and 2000s in case of mainland Europe) were treated quite poorly, not given enough opportunities and looked down upon. But they kept their heads down and worked hard with a resolve that their children would be of equal stature. While doing so they created networks and support systems that will help them survive and eventually thrive. This network worked very well for a while untill new generation immigrants came in and became a part of the network but had no idea what went in creating that safe space to begin with. Thus the clashes!
Identity Attack0.056582913
Insult0.053791173
Profanity0.022354934
Threat0.009644418
Severe Toxicity0.003490448
Low Tox 0.112953395 Constructive 0.81
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
"We need talent"? We have talent! Canada is full of talent going to waste. Our government would rather import foreigners and slide them into canadian universitys and jobs than support, educate and train Canadians. The …
"We need talent"? We have talent! Canada is full of talent going to waste. Our government would rather import foreigners and slide them into canadian universitys and jobs than support, educate and train Canadians. The old argument that canada just does not have the talent is starting to sound like "other countries have the talent" that Canadians don't measure up..... we need to elect people who think Canadians ARE the talent!
Identity Attack0.061130337
Insult0.042665333
Profanity0.011970525
Threat0.0074436385
Severe Toxicity0.0026893616
Low Tox 0.112333365 Constructive 0.512 Policy_Critique
Nov 22, 2025 18 likes Quebec Ends Economic Immigration Program …
It’s good to hear some are thinking of leaving to the US. I truly wish for their success. I worked at a college that became a diploma mill in Vancouver and you couldn’t go to …
It’s good to hear some are thinking of leaving to the US. I truly wish for their success. I worked at a college that became a diploma mill in Vancouver and you couldn’t go to the men’s room without seeing 3 or 4 dudes hanging out. Foreign students also take from the food banks enough to have 1st year students now banned and many people no longer donate. I generally have great experiences Indian people, and have travelled India extensively, but if you let in too many of one type the native population will have a hard time and the immigrants themselves won’t integrate and build their own society. Blame the Liberal government.
Identity Attack0.08583717
Insult0.033790905
Profanity0.023584666
Threat0.012026439
Severe Toxicity0.0037384033
Low Tox 0.11161 Constructive 0.762 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I don't think people in general have issues with people coming, it's the rate in which the government is allowing it to happen. When you think about it, this is treasonous to the people of …
I don't think people in general have issues with people coming, it's the rate in which the government is allowing it to happen. When you think about it, this is treasonous to the people of Canada. You need to assimulate different cultures over time, not all at once. It's delusional and will lead to major problems.
Identity Attack0.020580608
Insult0.053791173
Profanity0.016069634
Threat0.007870848
Severe Toxicity0.0018310547
Low Tox 0.11129999 Constructive 0.62
Nov 8, 2025 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 …
There's something missing here. I don't understand why people from abroad are being treated as though they are above and special. People from Canada don't even have clear pathways made for them to get wherever …
There's something missing here. I don't understand why people from abroad are being treated as though they are above and special. People from Canada don't even have clear pathways made for them to get wherever each of our aims are. What about investing in ones own citizens? What am I missing? The news presents these stories in an offensive way which fuels annoyance towards incoming. We know you're not a number but why do you have such an entitlement attitude, why do you think you deserve anything from us and why do you think you deserve to get when it means a Canadian will suffer?
Identity Attack0.043839492
Insult0.045593183
Profanity0.015864678
Threat0.007327127
Severe Toxicity0.0024414062
Low Tox 0.10956833 Constructive 0.734
Nov 22, 2025 Quebec Ends Economic Immigration Program …
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...
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over …
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over there . A lot of people just used to drive trucks or do odd jobs over here in India . I really think Canada's welcoming nature has been misused in the wrong way.
Identity Attack0.07921951
Insult0.033570543
Profanity0.011970525
Threat0.0061296434
Severe Toxicity0.0019550323
Low Tox 0.10870059 Constructive 0.67 Policy_Critique
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
TBF most of them are good people, and want a better life. I have no quarrels against that but I think maybe 5 figures a year is lots, not this 800k+. That being said, most …
TBF most of them are good people, and want a better life. I have no quarrels against that but I think maybe 5 figures a year is lots, not this 800k+. That being said, most of them here are relatively upper middle class since its not cheap to emigrate from India.
Identity Attack0.09659086
Insult0.025413504
Profanity0.02973333
Threat0.007598988
Severe Toxicity0.00333786
Low Tox 0.10783285 Constructive 0.668 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Why do these people think they have a right to be here?
Why do these people think they have a right to be here?
Identity Attack0.033784978
Insult0.024511116
Profanity0.01620627
Threat0.007793174
Severe Toxicity0.0028419495
Low Tox 0.10653123 Low Con 0.28 Identity_Assertion
Feb 11, 2026 Canada's tighter immigration policy divides …
1:50 this is what people aren't thinking about.
1:50 this is what people aren't thinking about.
Identity Attack0.00776955
Insult0.020643732
Profanity0.027820412
Threat0.0089712385
Severe Toxicity0.0032424927
Low Tox 0.10609736 Low Con 0.298
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
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...
So. As a renovations contractor, I do bathrooms, kitchens, basements and additions...I have been called many many times by people from India to quote their work. And when I do, they think im bartering with …
So. As a renovations contractor, I do bathrooms, kitchens, basements and additions...I have been called many many times by people from India to quote their work. And when I do, they think im bartering with them. Can you do cash? Can you do it for 10,000 less? Can you just get materials for me? Can you recommend someone else? OMG. I don't even give them quotes anymore. This isn't a race to the bottom. Although they would like that. This government is certainly trying to make it that.
Identity Attack0.05612817
Insult0.027218282
Profanity0.024951037
Threat0.0069905366
Severe Toxicity0.002861023
Low Tox 0.10566349 Constructive 0.658 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Those jobs were viable for years but Canadians didn't want them because their min wage and lousy hours and conditions. Theses people have a real work ethic and they want to succeed . The average …
Those jobs were viable for years but Canadians didn't want them because their min wage and lousy hours and conditions. Theses people have a real work ethic and they want to succeed . The average age in Canada is fifty seven. Who's going to pay for the Canada Pension when weir to old to work? Hope ya don't think the rich is going to help you with no pensions and medical.
Identity Attack0.024600167
Insult0.053791173
Profanity0.012687869
Threat0.0059322207
Severe Toxicity0.0014209747
Low Tox 0.103928015 Constructive 0.602
Aug 25, 2025 Why Canadians Are Turning Against …
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...
I think immigration is also helping Canada's economy, so why people are sad 😂
I think immigration is also helping Canada's economy, so why people are sad 😂
Identity Attack0.04280826
Insult0.02708937
Profanity0.013644327
Threat0.005948403
Severe Toxicity0.0016212463
Low Tox 0.102626406 Moderate Con 0.473
Oct 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.