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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: "I am a college student …" 90 comments · Page 2 of 4
It's a human trafficking scam... and politicians are probably getting "contributions"... the migrants have to pay both in Canada and at home to these fake colleges that exist only on paper. I wonder how much …
It's a human trafficking scam... and politicians are probably getting "contributions"... the migrants have to pay both in Canada and at home to these fake colleges that exist only on paper. I wonder how much an international student ends up paying just to come here... India has what? like a hundrem million dollar millionaires? How many live as basically what might as well be called slavery? Consider that some of these slave owners prefer living in Canada...
Identity Attack0.24074486
Insult0.23704576
Profanity0.02474608
Threat0.008815889
Severe Toxicity0.00831604
Moderate 0.30136615 Moderate Con 0.451
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
I personally know ppl who got into Canada on fake docs as a student, signed up for some bogus, dumbed down course and after getting his work permit and PR, his GF has gotten into …
I personally know ppl who got into Canada on fake docs as a student, signed up for some bogus, dumbed down course and after getting his work permit and PR, his GF has gotten into Canada the same way, taking advantage of Canada's corrupt immigration system that is full of loopholes to exploit. Colleges are crying after their "lost revenue, Don't feel sorry for any of them! They are already rich from the international students whom paid triple tuition, while your daughter can't get into a college. The IRCC needs to STOP issuing work permits and residency to international students. Once graduated, needs to go back home..
Identity Attack0.08004672
Insult0.24928534
Profanity0.04742365
Threat0.0072882893
Severe Toxicity0.0066375732
Low Tox 0.28425202 Constructive 0.615 Personal_Narrative
Sep 29, 2025 51 likes IRCC Names India in Study …
99% of the India MBA international students from Vancouver West College are working in Tim Hortons, underground constructions, security guards… Liberals should be hold responsible for their changes of policies and incompetence
99% of the India MBA international students from Vancouver West College are working in Tim Hortons, underground constructions, security guards… Liberals should be hold responsible for their changes of policies and incompetence
Identity Attack0.11860296
Insult0.25007802
Profanity0.016547862
Threat0.0068999166
Severe Toxicity0.0041007996
Low Tox 0.28312725 Low Con 0.244 Unverified_Claim
Oct 1, 2025 12 likes IRCC Names India in Study …
In the first place they haven’t come here for studies - when you started giving student visa to gangsters, criminals and without any credentials- this is what happens. You created a whole fake college visa …
In the first place they haven’t come here for studies - when you started giving student visa to gangsters, criminals and without any credentials- this is what happens. You created a whole fake college visa scam to pocket the money - giving dubious one year diploma which can never give any job skill. Advertising it’s a pathway for citizenship . There are better colleges in India where these visa seekers can never enter due to the standards
Identity Attack0.17769934
Insult0.24928534
Profanity0.040409464
Threat0.008867673
Severe Toxicity0.007896423
Low Tox 0.2786282 Low Con 0.294 Policy_Critique
Sep 28, 2025 IRCC Names India in Study …
This country is full of colleges that hand out diplomas for everything. next thing you know, there’ll be a degree in ass-wiping, who is responsible ? Ministry of Education, Immigration or both? The CRA also …
This country is full of colleges that hand out diplomas for everything. next thing you know, there’ll be a degree in ass-wiping, who is responsible ? Ministry of Education, Immigration or both? The CRA also needs to investigate the benefits some employers, especially large corporations, are abusing. They receive massive tax breaks for hiring students, yet some of these students barely work or are barely given shifts.
Identity Attack0.015958117
Insult0.08508729
Profanity0.2453505
Threat0.00780612
Severe Toxicity0.008735657
Low Tox 0.2763787 Moderate Con 0.459 Policy_Critique
Oct 3, 2025 1 likes IRCC Names India in Study …
Why come to Canada to go to community colleges. Because most of the schools they are attending are in strip malls. Those people should not be here. If they are not smart enough for a …
Why come to Canada to go to community colleges. Because most of the schools they are attending are in strip malls. Those people should not be here. If they are not smart enough for a university entry, they are not the brain power we want. Those schools should be closed and a head count mandatory. We don't need the truck drivers or waitstaff at restaurants. The businesses that are only employing students that are from India need to be fined and held accountable. They are using government funding for their wages these are jobs that Canadians need and are rejected because the are not from India. It is racist and why should our taxes pay their wage while Canadian students are left with no jobs to help with the cost of university or housing.
Identity Attack0.25817248
Insult0.16883044
Profanity0.029596692
Threat0.01508414
Severe Toxicity0.010910034
Low Tox 0.2763787 Constructive 0.618
Oct 7, 2025 IRCC Names India in Study …
John tibbits is the worst offender of this. He has publicly insulted the residents and taxpayers of the region in which conestoga college is located, for questioning him on the fraud and problems the international …
John tibbits is the worst offender of this. He has publicly insulted the residents and taxpayers of the region in which conestoga college is located, for questioning him on the fraud and problems the international students he’s brought in have caused or participated in. Even other ontario college presidents have called him out on this and he’s extremely defiant. He needs to be removed from Conestoga college in any acting role and banned from running an educational institution in the future
Identity Attack0.0073625734
Insult0.25602314
Profanity0.018392462
Threat0.013010317
Severe Toxicity0.004825592
Low Tox 0.27525392 Moderate Con 0.481
Oct 1, 2025 IRCC Names India in Study …
As a recent student of Conestoga College, I can say that the school is only a diploma mill. Half of the students in my class only showed up for tests. Some spoke no English and …
As a recent student of Conestoga College, I can say that the school is only a diploma mill. Half of the students in my class only showed up for tests. Some spoke no English and the cheating is so rampant that most teachers turn a blind eye! They’re passing students who should not be passing. And if you think Canadians are racist you should have been at Conestoga College as your eyes would have been opened!
Identity Attack0.2331515
Insult0.16883044
Profanity0.017845914
Threat0.0076507707
Severe Toxicity0.0059127808
Low Tox 0.26859093 Moderate Con 0.427
Sep 28, 2025 1,319 likes IRCC Names India in Study …
When local college graduate 10000 graduated students then They bring 10000 temporary workers for the same field , Crazy the citizens whom graduated have no job and face disadvantage crisis for paying their student loan …
When local college graduate 10000 graduated students then They bring 10000 temporary workers for the same field , Crazy the citizens whom graduated have no job and face disadvantage crisis for paying their student loan ,Omg But those temporary get hired instantly becuse they have full support from government but sadly the citizens who graduated local college zero support plus they get rejected instantly lol. And we still paying the temporary workers salary with student loan, Please check Non profit rmployment around the country Calgary tempore worker have more full time job than locsl citizens in Non profit sector working as social services center. Check the ratio of employment between citizens and temporary Visa holder ,crszy check the result STILL COMMUNITY SUPPORT WORKERS WITH STUDENT LOAN HAVE NO JOB BECAUSE OF BUT MUST PAY STUDENT LOAN ...
Identity Attack0.01374736
Insult0.24630153
Profanity0.08096472
Threat0.008246276
Severe Toxicity0.005607605
Low Tox 0.26104406 Constructive 0.784 Economic_Argument
Feb 24, 2026 'We do know that there's …
It’s you too part of the problem. They Canadian Colleges are involved in scam too. They gave 30 to 50 % commission to agents to bring those students . Everyone is involved in the scam.
It’s you too part of the problem. They Canadian Colleges are involved in scam too. They gave 30 to 50 % commission to agents to bring those students . Everyone is involved in the scam.
Identity Attack0.068465814
Insult0.2435641
Profanity0.022354934
Threat0.0071717775
Severe Toxicity0.004272461
Low Tox 0.25915736 Low Con 0.275
Sep 28, 2025 28 likes IRCC Names India in Study …
Just asking how the indigenous people felt as a minority because of influx in f Europeans. And how does the Pakistan people assimilate by wearing hijab and demanding halal at every food joint. I don’t …
Just asking how the indigenous people felt as a minority because of influx in f Europeans. And how does the Pakistan people assimilate by wearing hijab and demanding halal at every food joint. I don’t support illegal immigration of India or Africans. I don’t want to pay for people’s hotel room who came here on fake refugee status. But we shouldn’t only target only one community. Please check which community has more kids for ccb and comes as asylum to every western country. And the Indian students who came probably didn’t get a chance in Indian colleges.
Identity Attack0.316
Insult0.082619295
Profanity0.036401358
Threat0.00967031
Severe Toxicity0.011138916
Low Tox 0.25727063 Constructive 0.718
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Conestoga, Lambton and all colleges 1 year diplomas to Indian students need to be shutdown !
Conestoga, Lambton and all colleges 1 year diplomas to Indian students need to be shutdown !
Identity Attack0.28034934
Insult0.07301756
Profanity0.023789622
Threat0.028206514
Severe Toxicity0.008277893
Low Tox 0.2553839 Low Con 0.167
Sep 30, 2025 1 likes IRCC Names India in Study …
Canada PM has deal with India Modi to use and abuse students as needed. Many other countries would get rejected while Indian would get access to Canada while colleges and universities exploit them as needed.
Canada PM has deal with India Modi to use and abuse students as needed. Many other countries would get rejected while Indian would get access to Canada while colleges and universities exploit them as needed.
Identity Attack0.27662867
Insult0.08582769
Profanity0.019075647
Threat0.03649433
Severe Toxicity0.008163452
Low Tox 0.25462922 Moderate Con 0.33
Sep 29, 2025 IRCC Names India in Study …
I am a college student in the southeastern us in a small town. We have many many many nepalis coming and using it as a springboard to emigrate (usually illegally) across the us. They do …
I am a college student in the southeastern us in a small town. We have many many many nepalis coming and using it as a springboard to emigrate (usually illegally) across the us. They do not speak our language, integrate, work, or understand our customs. Not integration, no immigration.
Identity Attack0.33352965
Insult0.076185785
Profanity0.027410502
Threat0.008556974
Severe Toxicity0.008850098
Low Tox 0.25462922 Constructive 0.641 Personal_Narrative
Oct 7, 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...
1:48 the fake colleges are the real ones. Conestoga has become a diploma mill because they can make so much money pumping out foreign students.
1:48 the fake colleges are the real ones. Conestoga has become a diploma mill because they can make so much money pumping out foreign students.
Identity Attack0.10221587
Insult0.083359696
Profanity0.037403382
Threat0.007754337
Severe Toxicity0.0049591064
Low Tox 0.2359567 Low Con 0.187 Policy_Critique
Jan 28, 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...
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many …
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many - and the blame goes on both the provincial conservatives and federal liberals. The tuition freeze in Ontario caused colleges and universities to treat foreign students as an ATM to balance their budgets. Foreign enrollments skyrocketed, especially in colleges, with students paying top dollar for dubious degrees with no job prospects. This put strains on the job market, and the housing/rental market. As an educated Indian-American who now lives in Canada, it pains me to see my fellow countrymen dominating Uber, Uber Eats, Bicycle food delivery and Tim Hortons. No one uproots everything in their home country and comes all the way for this. Most of these people are here legally and they work really hard. A last word - leaving aside the Khalistan issue that has caused a wedge between Hindus and Sikhs - the Indian diaspora, especially the Sikh, are amazing in the amount of charitable work that they do. Their concept of seva is unmatched. No one goes hungry when there is a Gurdwara around, as there is always free nutritious food. Same is true for temples. Even a young poor Steve Jobs ate at Iskcon temples. Last point - while some of Canada's problems are because of excessive immigration, Canada would be nothing without immigrants. The population would decline, with a native fertility rate of under 1.4, and entitlement programs would be in deep trouble.
Identity Attack0.14019285
Insult0.123407245
Profanity0.016752819
Threat0.007586042
Severe Toxicity0.004787445
Low Tox 0.23090743 Constructive 0.813
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The problem is, Canadian govt called too many..and that's all for money. Coming as a student needs lifetime savings. For anyone who doesn't know, it take upwards of $50k dollar to come to Canada as …
The problem is, Canadian govt called too many..and that's all for money. Coming as a student needs lifetime savings. For anyone who doesn't know, it take upwards of $50k dollar to come to Canada as a student And that's for those diploma mill colleges. And students need an Extra 20k , often more to pay the remaining fee for next year, which means they have to work no matter what. This is why you see Indians working everywhere. Anyone saying there are too many Indians, well its because you are too greedy for that money
Identity Attack0.18235919
Insult0.081261896
Profanity0.025770858
Threat0.007586042
Severe Toxicity0.005455017
Low Tox 0.200795 Constructive 0.514 Policy_Critique
Feb 16, 2026 Inside Canada's Indian Invasion...
Because of all the immigration young Canadians cant afford homes, rent or grocery’s. Supply has diminished and the demand has gone way up! Its insane! Colleges were taking foreign students over Canadians. Bussiness will only …
Because of all the immigration young Canadians cant afford homes, rent or grocery’s. Supply has diminished and the demand has gone way up! Its insane! Colleges were taking foreign students over Canadians. Bussiness will only hire immigrants because the government subsidizes their wages. This has caused wages to stagnate. Our “Amazing free healthcare system” is way overburdened and Canadians are dying because of it. Canada is not what it used to be..
Identity Attack0.10221587
Insult0.08558089
Profanity0.018529098
Threat0.007974415
Severe Toxicity0.0049209595
Low Tox 0.200795 Constructive 0.522
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I came as student in 2013 I am now Canadian from past 5 years. I just want to mention government is to blame for They earned so much money from international students. I studied with …
I came as student in 2013 I am now Canadian from past 5 years. I just want to mention government is to blame for They earned so much money from international students. I studied with Ukrainian Chinese Mexican and Russian students . They weren't good in English as well But they all worked very hard and very dedicated. Initially it was difficult find job they asked young students for Canadian experience which obviously none of the students had Ircc is laziest department. Even college cares about fees only. Because if student leave the college they don't get back the fees. So they are absolutely fine with this kind of fraud. .and private college are worst among everything. Students doesn't have to attend college. The fraud is now they just gets degrees and some else studies for them. Canada is not corrupt but Canadian politicians to get votes made Canada curupted. Covid benefits fueled this . Downhill started with Covid ended.
Identity Attack0.08252834
Insult0.097093195
Profanity0.025634222
Threat0.006977591
Severe Toxicity0.0036811829
Low Tox 0.17805049 Constructive 0.726 Personal_Narrative
Oct 2, 2025 IRCC Names India in Study …
The problem with Canada, white millionaire and billionaires who only run the university and the colleges them in Canada bring lots of foreign student charge them $ 15,000 to 40,000 Canadian for one student so …
The problem with Canada, white millionaire and billionaires who only run the university and the colleges them in Canada bring lots of foreign student charge them $ 15,000 to 40,000 Canadian for one student so where is the billionaire them who running the college and the university in Canada let's find out what color they are. Someone can do that. What color are the people who you running the university and colleges in Canada?
Identity Attack0.18313584
Insult0.04852104
Profanity0.013234417
Threat0.0065244893
Severe Toxicity0.003452301
Low Tox 0.17631748 Moderate Con 0.38
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
Students are the most unprotected in the country and even to a smaller extent are exploited. Death to non proper education and troublesome colleges all exist here.
Students are the most unprotected in the country and even to a smaller extent are exploited. Death to non proper education and troublesome colleges all exist here.
Identity Attack0.024801146
Insult0.047935467
Profanity0.018119188
Threat0.09623027
Severe Toxicity0.00459671
Low Tox 0.1693855 Moderate Con 0.454
Sep 29, 2025 IRCC Names India in Study …
How they entered Canada? That time you didn’t check? And also you Canada deliberately accepted all type of students, allowed so called colleges to start just to accomodate these students and took huge money from …
How they entered Canada? That time you didn’t check? And also you Canada deliberately accepted all type of students, allowed so called colleges to start just to accomodate these students and took huge money from them as visa , tuition fees and tsx and now you want them to be out bcos you got what you want. I am talking about students who are there legally. Why blaming Indians as a whole? If some are staying there illegaly take action.Legal students or workers are there bcos your country allowed and remember Canda is not giving them anything for free instead Canada got an economic boost .
Identity Attack0.11396073
Insult0.06407392
Profanity0.023243073
Threat0.0078449575
Severe Toxicity0.0044059753
Low Tox 0.16851899 Constructive 0.675 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
My daughter is in college and says that most of the indian students have no intrest in the courses. And are only there to keep their immigration qualifications.
My daughter is in college and says that most of the indian students have no intrest in the courses. And are only there to keep their immigration qualifications.
Identity Attack0.20483385
Insult0.036809623
Profanity0.019212283
Threat0.0064015044
Severe Toxicity0.00333786
Low Tox 0.16678599 Moderate Con 0.446 Unverified_Claim
Sep 29, 2025 1 likes IRCC Names India in Study …

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.