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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: "Come as a student, stay …" 17 comments
Almost all students come to canada to stay here, mostly Indians. They are running away from their shit holes. Unfortunately they are making Canada a shit hole. High rents because of them as landlords giving …
Almost all students come to canada to stay here, mostly Indians. They are running away from their shit holes. Unfortunately they are making Canada a shit hole. High rents because of them as landlords giving one house to 10 students making small compartments making more money, thus high rents. No jobs for born Canadians because of them. Govt pays employer who hire students. Many came through fake marriages, fake documentation etc. Govt distributing PRs to them like hot cakes. Govt looking at short term money as investment but the outcome is catastrophic. Govt should look into the fake colleges that are registered in Canada which invites them.This is absolutely unjust to Canadians.
Identity Attack0.5203519
Insult0.5678696
Profanity0.570067
Threat0.01698343
Severe Toxicity0.20678867
Moderate 0.6407703 Moderate Con 0.486 Identity Attack Insult Economic_Argument
Sep 30, 2025 IRCC Names India in Study …
There’s definitely an influx of Indians in Brampton that make a mess which needs to change lol but with all that talk about being dirty and living together.. how often have you ever come across …
There’s definitely an influx of Indians in Brampton that make a mess which needs to change lol but with all that talk about being dirty and living together.. how often have you ever come across a homeless Indian? Do we need less of them? Yes, but do a lot of them also grind their asses off to make it work? Yes. They only get berated because there’s a surge of them, and this would’ve been just as bad for Africans, Latinos and East asians if roles were reversed. “They stay to themselves” yeah it’s called a community and white people have always excluded minorities lmao so suck it up. We do need to deport a lot of these students who make a mess but lets not act like these Indians aren’t hustlers who do what it takes to make it work.
Identity Attack0.49584505
Insult0.46625584
Profanity0.41503602
Threat0.07323132
Severe Toxicity0.16233426
Moderate 0.4826145 Constructive 0.63
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Basically 80% of students from India are a FRAUD in Canada, and 100% of the Indian students in Canada come in Canada to study NOT but to stay in Canada, there are so many Indian …
Basically 80% of students from India are a FRAUD in Canada, and 100% of the Indian students in Canada come in Canada to study NOT but to stay in Canada, there are so many Indian students in Canada, that have university degrees but they register themselves into Canadian colleges in order to work and live in Canada. It doesn’t make sense to downgrade your studies, and most probably 100% of the students from Asia in Canada they come here to stay that is the main goal. In fact indian men they get married to some rich girl then the father of the girl pays for the school and then they end up staying in the country and continue their lying and fraud lives in Canada - trust me I know them
Identity Attack0.458714
Insult0.3388922
Profanity0.08775374
Threat0.009437286
Severe Toxicity0.022193791
Moderate 0.37955463 Moderate Con 0.411
Oct 17, 2025 IRCC Names India in Study …
Come as a student, stay as an illegal citizen, exploit the system as much as they can, send out as much money as possible, destroy country, take over
Come as a student, stay as an illegal citizen, exploit the system as much as they can, send out as much money as possible, destroy country, take over
Identity Attack0.28034934
Insult0.2469859
Profanity0.06044999
Threat0.13815513
Severe Toxicity0.022452017
Moderate 0.37751234 Low Con 0.119 Unverified_Claim
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
They come into our country under fake student visas, they just don't go to their classes. then work and steal our jobs and take up the affordable housing. The temporary worker program, which was mainly …
They come into our country under fake student visas, they just don't go to their classes. then work and steal our jobs and take up the affordable housing. The temporary worker program, which was mainly for farmers and other rural area businesses for the specific business they flew here for. They just get fired and work somewhere else, illegally and stay illegally. They come in by the thousands and congest our economy, traffic and housing market. Local youths can't find jobs. They just take the money they make and go back to India with it. They DO NOT assimilate to our culture and take over restaurants to the point where it feels like we're being forced to assimilate to them. Trust me, the things I see them do in the kitchen.... it won't be long until we all die of E. coli
Identity Attack0.23694818
Insult0.25007802
Profanity0.044668075
Threat0.014911477
Severe Toxicity0.013995127
Moderate 0.31132057 Constructive 0.717 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
When did Canada become so unwelcoming? They are students that want a better life. Let them stay, this isn't who we are as Canadians. We all are immigrants legal or illegal. Come on guys shame...
When did Canada become so unwelcoming? They are students that want a better life. Let them stay, this isn't who we are as Canadians. We all are immigrants legal or illegal. Come on guys shame...
Identity Attack0.2854555
Insult0.24171697
Profanity0.022354934
Threat0.007301235
Severe Toxicity0.0076293945
Moderate 0.30993456 Constructive 0.594
Oct 1, 2025 IRCC Names India in Study …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and …
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and more and more liberal voters use the racism card on people who point out these issues just to make themselves feel like a good person, more and more major cities in Canada will be filled of them who either entered as an international student, or as an asylum seeker. It is not "multiculturalism" or "diversity" if there is only people from one culture coming to Canada? Where are the people from countries like Italy? Germany? Ukraine? Mexico? It is not racist to point out how in very few homes, most notably in Brampton, around 7 or more people live in one house. It is not racist to point out how these Indians need to learn to write and speak proper English. It is not racist to point out how they need to adapt to our civilized way of life here in Canada. It is not racist to point out the rise in crime done by people of Indian descent. It is not racist to point out how, coincidentally, the quality in Tim Hortons has dropped lately, when in a majority of them have workers of Indian descent, which are usually in major cities. How so? The liberal-imposed foreign worker plan, plus a little bit of corporate greed. It is not racist to point out that Indian "international students" are getting their food from food banks, which are supposed to be for the poor, and how some places of work only hire Indians, because they are run by Indians. Why is this discussion even about Indians? Because they make up HUGE majority of people coming to live in Canada. Matter of fact, this does not apply to Indians coming to Canada, but to whoever goes to live in another country. It does not take much out of you to at least adapt to the way of life in which ever country you go to. The conservative party sees this in a way that the liberals do not. Come back to this comment in another 10-20 years when the liberals are still in power. You'll see the difference.
Identity Attack0.27759558
Insult0.110259406
Profanity0.02303812
Threat0.008065036
Severe Toxicity0.005645752
Low Tox 0.2540519 Constructive 0.705
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
So essentially 3 tiers of Indian come(Hamiltonian here who worked in the GTA for awhile) They got pumped in and don't like eachother and look down at the lower tiers ones. They won't even hire …
So essentially 3 tiers of Indian come(Hamiltonian here who worked in the GTA for awhile) They got pumped in and don't like eachother and look down at the lower tiers ones. They won't even hire other Indians anymore since they have the options of only their type. They erased several industries at this point, most small business are forgien owned, Indian or middle eastern. They can't drive (just google India driving) theirs a couple feet of snow and they just floor it around sliding through intersections while playing candy crush or what ever Every business that is fast food place is almost exclusively Indian to the point the "white point game" isn't even playable. They buy up insane amounts of properties because they bring thier entire family on different visas and many just stay till they get deported as they bring that money home with them. Every student housing is filled with Indians, every one bedroom has 30 of them living in it. Most starter homes where cheap so they bought them to flip with thier combined money. Security sector is filled with them exclusively because it's the highest amount of money they can make here without any skills .(Most are 0 skilled). Schools all had to cut staff in half because when we cut funding and spots for people coming to our universitys they lost half thier income. Crime rate went way up. My city is really bad for human trafficking and aex trafficking. Many come to our city since it's far enough away to commit crimes. Many get 0 consequences because again.. Illegally overstaying a visa is deportation. Doug Ford literally gave everyone 200$ before an election...like how corrupt and garbage is this country. Now we have Indian only business that can't speak English, similar to the daycare issue. Job postings for specific races or language s only. Mind you everything just stated is also being done by the Arabs and Somalis and Nigerians. Many of these people coming here are "escaping dangerous situations" Wich means criminals who want to start again. Somehow these people with 0 resources have the money to buy million dollar properties 😂 Also don't forget, it's a hate crime to say or do many things about this and could land you in jail or worse. Much of Canada are college towns and those idiot kids want more
Identity Attack0.28034934
Insult0.113185234
Profanity0.087430455
Threat0.018019408
Severe Toxicity0.0125103295
Low Tox 0.25084448 Constructive 0.658 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
It's worse than this video shows. I don't live in Brampton and my town is entirely * after 10 years. Everywhere I go is * people. It doesn't matter what store or business or service …
It's worse than this video shows. I don't live in Brampton and my town is entirely * after 10 years. Everywhere I go is * people. It doesn't matter what store or business or service I contact it's just * people now. When I went to college everyone was from there. This was a regular local college that Canadian kids aspire to go to. They made up 90% of the classmates, they never showed up to class, they refused to participate in team projects, nobody failed. They did so poorly but the school charges 3x. My final year they cancelled final exams because they decided too many international students would fail. They are from the same country but they have different religions and from different cities that hate each other so they would refuse to communicate with each other. Imagine you meet someone from another province and you hate them and aren't afraid to crashout in public over it. My next door neighbors there is so many people living in the house that they live there on a schedule one group in and one group out. You would think they would be going to work NO they literally hang out all day long like a bad 90s comedy movie. In the last 10 years all of the house in my town skyrocketed in price. The people around me all bought around 2010 - 2015 for $150k - $260k and sold for around $1m 2023 - 2026. Average house price in my town has stayed at 3x what it was 10 - 15 years ago. They don't rake their leaves, they don't clean up their trash, they don't clear their snow from their driveways. Both my parents are immigrants, they came here poor had to work, had to respect the country and its laws and culture because that's what allowed Canada to be successful so they could come here. All I hear about or see now is immigrants from the one country? When I was a kid I grew up with every nationality where did everybody go?
Identity Attack0.036105253
Insult0.089778624
Profanity0.094542764
Threat0.008505191
Severe Toxicity0.00831604
Low Tox 0.23415339 Constructive 0.684 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
8:57 let these guy know most of these are students paying 3 times higher fees on which ur universities run and local students have to pay less fees just look at the numbers how many …
8:57 let these guy know most of these are students paying 3 times higher fees on which ur universities run and local students have to pay less fees just look at the numbers how many universities shut down when students stopped to come secondly students pays 3 times higher fees and 20000$ to gic with stays with Canadian bank for two years and secondly which money u are talking do u have any document that government gives free money? There is difference between refugees and students, this polish guy him self is on road half naked and talking about others are dirty firstly go and fcng take shower
Identity Attack0.025404079
Insult0.07967083
Profanity0.028093686
Threat0.007586042
Severe Toxicity0.004272461
Low Tox 0.16331999 Constructive 0.606
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It's not about race or culture. It's just too much is too much. Too much for our health care system. Too much for our economy to handle. Too many jobs are now scarce. Too much …
It's not about race or culture. It's just too much is too much. Too much for our health care system. Too much for our economy to handle. Too many jobs are now scarce. Too much is bad for the people who have paid their taxes here forever, just so one particular immigrant group can use up resources that long time generations have built. I'm not saying any particular culture, but there are too many of them. This particular culture should also be reduced because they are exploiting every mistake the government makes (from their good hearts) or loopholes to stay. Not just stay but trying to transform a country into their own. That is wrong. Most immigrants from past generations didn't come here to conquer the country. They came here to be part of a great country. Contribute to it. Make it better, not make it worse. And now here we are. How are we going to fix this? Put a very long pause on immigeation. Get rid of international students from this particular country. They have no right to stay. Stop giving licenses to unqualified people that can't read, write, speak or even understand English. It's becoming a safety issue everywhere. Again, it's not about race. It's the "too many" factor that the country can not sustain.
Identity Attack0.11512129
Insult0.061626412
Profanity0.026454043
Threat0.010913103
Severe Toxicity0.005722046
Low Tox 0.16245349 Constructive 0.677
Aug 25, 2025 Why Canadians Are Turning Against …
This is like interviewing an arsonist about fire - international students shouldn't expect to stay, they come for an education
This is like interviewing an arsonist about fire - international students shouldn't expect to stay, they come for an education
Identity Attack0.030949092
Insult0.05203446
Profanity0.025634222
Threat0.00948907
Severe Toxicity0.0030517578
Low Tox 0.14429577 Moderate Con 0.31 Policy_Critique
Jan 24, 2026 Why Canada’s immigration system has …
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the …
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the queen’s english. To work, the expectation is you’re able to communicate effectively with whoever you’re interfacing. These folks come here, make zero attempt to improve or learn English or French - the national languages. They go home after the day is done, revert to their native tongue. How would you ever perfect something like a language without some degree practice and immersion? And they do this with their generations. The 1st and sometimes 2nd generation kids will speak their native tongue first, before learning English or French. It’s like the language they should speak to effectively work and live in Canada is an accessory. The govt at all levels encourage this by having driving tests and forms in other languages. And don’t get me started on the pockets - Brampton for example. The politicians kowtow to the voters and give in to them having huge temples, and nonstandard shopping complexes. It’s a running joke how many Indians will be living in the same house, renting from other Indians collecting money under the table in completely unsanctioned and illegal rental scenarios. Companies set up by Indians, to service Indians. So they don’t even care to present as Canadian business with English / French. I’m in the midst of charting my family’s exit from Canada. It’s become something entirely unrecognizable. Where those who know how to game the system get ahead, those of us who play the rules - stay behind. I’ve worked my way up to being upper middle class. I’m about done paying for Indian “students” who later claim to be refugees. Who are now claiming to be in gay relationships, to support their refugee cases. It’s all a joke.
Identity Attack0.06431354
Insult0.035443626
Profanity0.026317406
Threat0.0073789097
Severe Toxicity0.0031089783
Low Tox 0.11161 Constructive 0.681 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
If the dont leave voluntarily, then we need ice like moves, i have been living in canada for 25 years, when we applied to come here, we had to wait years where my country was …
If the dont leave voluntarily, then we need ice like moves, i have been living in canada for 25 years, when we applied to come here, we had to wait years where my country was in civil war. These ppl that are here as a student and temporary residents,, must understand the law and that there is a legal way to come and live here. If they force themselves to stay, then we need worse than ice for them to face.. with crimes, healthcare and employment rate down, its the best option
Identity Attack0.008657498
Insult0.018001022
Profanity0.011458136
Threat0.008453408
Severe Toxicity0.0014877319
Low Tox 0.04067813 Constructive 0.736 Personal_Narrative
Jan 16, 2026 2.9 million Canadian temporary visas …
“What we are saying to students abroad is come, and you might be able to stay - but that’s not a guarantee” Am I smoking something or are international students by definition no supposed to …
“What we are saying to students abroad is come, and you might be able to stay - but that’s not a guarantee” Am I smoking something or are international students by definition no supposed to be temporary residents here for an education? What entitles them to stay?
Identity Attack0.0091384705
Insult0.01625293
Profanity0.012346277
Threat0.0062332097
Severe Toxicity0.00096797943
Low Tox 0.037577134 Moderate Con 0.371 Question
Feb 3, 2026 Why Canada’s immigration system has …

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.