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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: "They have studied and are …" 193 comments · Page 5 of 8
Im an immigrant from Colombia living in Canada. I moved here because I legit wanted to study this program I was interested in and improve my English. After finishing my studies a tech company hired …
Im an immigrant from Colombia living in Canada. I moved here because I legit wanted to study this program I was interested in and improve my English. After finishing my studies a tech company hired me and I've been working here for over 4 years. I am shocked at some of the things I've seen, the corruption, the lack of law enforcement, the scams, all the sketchy things that happen within certain immigrant demographics. No one's looking into it, journalists, the government, no one does anything about it. I'm not anti immigration because im one myself but I do think there needs to be more strict regulation and the government needs to look into the scams that are going on in this country.
Identity Attack0.06431354
Insult0.053791173
Profanity0.02433617
Threat0.0077154995
Severe Toxicity0.0030517578
Low Tox 0.113263406 Constructive 0.84 Personal_Narrative
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
She came here to study. And then she is classed as a TEMPORARY Foreign Worker. She even acknowleges that she doesn't have enough experience under the program's stipulations to stay. Is something lost in translation …
She came here to study. And then she is classed as a TEMPORARY Foreign Worker. She even acknowleges that she doesn't have enough experience under the program's stipulations to stay. Is something lost in translation here? 🧐 She now has transferrable skills AND an education to take back to her home country. AND she can reapply to reimmigrate as a PERMANENT RESIDENT next time. She is exploiting the system.
Identity Attack0.023997234
Insult0.04090862
Profanity0.014839902
Threat0.0067057298
Severe Toxicity0.0020694733
Low Tox 0.11223003 Constructive 0.66 Policy_Critique
Feb 12, 2026 2 likes Canada's tighter immigration policy divides …
Living in Nova Scotia close to Halifax. They’ve swapped like 90% of the minimum wage workers for Indians. Our demographic has changed significantly since COVID, which I don’t think is an accident. I have a …
Living in Nova Scotia close to Halifax. They’ve swapped like 90% of the minimum wage workers for Indians. Our demographic has changed significantly since COVID, which I don’t think is an accident. I have a feeling the government is lying about our census studies.
Identity Attack0.06340405
Insult0.04090862
Profanity0.016957775
Threat0.006537435
Severe Toxicity0.0019073486
Low Tox 0.11212669 Constructive 0.594 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
They came here to study . They need to go back. Canadians needs those jobs
They came here to study . They need to go back. Canadians needs those jobs
Identity Attack0.083355546
Insult0.029383656
Profanity0.012517073
Threat0.0074306927
Severe Toxicity0.0029182434
Low Tox 0.11140333 Low Con 0.28 Economic_Argument
Nov 25, 2025 Quebec Ends Economic Immigration Program …
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 …
This isn't just Indian-specific, I have seen many African students do the same. Not all, but many of these international students from developing countries are just enrolling on degrees in western countries with no interest …
This isn't just Indian-specific, I have seen many African students do the same. Not all, but many of these international students from developing countries are just enrolling on degrees in western countries with no interest in studying or completing the degree, just to get entry into the country. They then either drop out after registering or first semester and or work illegally and send money back home. Governments focus too much on capping work and other visas paying little attention to the obvious backdoor routes student visas provide.
Identity Attack0.09162762
Insult0.030926194
Profanity0.023516348
Threat0.008103873
Severe Toxicity0.002784729
Low Tox 0.10956833 Constructive 0.601
Oct 19, 2025 IRCC Names India in Study …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. But despite being invited under official immigration programs, these communities face systemic racism and unequal treatment. 📊 Employment Discrimination: • A 2021 Statistics Canada report found that racialized Canadians earned 20% less on average than their white counterparts, even when education and experience were controlled. • South Asian immigrants specifically face higher rates of credential discounting, where their foreign education and experience are undervalued. 📊 Hiring Bias: • A University of Toronto study revealed that applicants with “ethnic” names were 40% less likely to receive a callback compared to those with Anglo-sounding names, even with identical résumés. • Another survey showed that unemployment rates for racialized Canadians are consistently 1.5–2x higher than for white Canadians. 📊 Perceptions vs. Reality: • While white Europeans continue to integrate without much resistance, South Asians are often stereotyped as “taking over” neighborhoods. • Immigrants from India and Pakistan have one of the highest workforce participation rates in Canada, working in everything from Uber and trucking to tech and medicine—contributing directly to the economy. Meanwhile, many first-generation South Asian immigrants don’t qualify for the refugee-style supports that others receive. Instead, they work long hours, often in precarious jobs, just to cover bills. The frustration often mistaken as an “attitude problem” comes from facing daily systemic barriers—being seen as “less than” despite contributing equally, if not more, to society. The underlying issue is that the old colonial mindset persists: brown immigrants are not granted the same social standing as white Canadians. Equality on paper is not equality in practice.
Identity Attack0.10221587
Insult0.030816011
Profanity0.01982715
Threat0.008103873
Severe Toxicity0.0030708313
Low Tox 0.10870059 Constructive 0.699 Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
5:32 Side note about this: The book that is often cited as the main source for the "average IQs of countries" misused their data to come to their conclusion about many countries. For instance, they …
5:32 Side note about this: The book that is often cited as the main source for the "average IQs of countries" misused their data to come to their conclusion about many countries. For instance, they calculated Somalia's average IQ of 62 by using figures from a study about malnourished ethiopian child refugees in Israel who arrived off the boats only 1 year earlier. That same study then performed interventions to help those ethiopian child refugees, at which point their average IQ then rose to match their Israeli peers, showing that this problem is indeed fixable. I wholeheartedly agree with this person's points about culture, but the particular source these myths about national IQ have come from is bogus.
Identity Attack0.07591068
Insult0.032248367
Profanity0.028640235
Threat0.010214032
Severe Toxicity0.0034713745
Low Tox 0.10826672 Constructive 0.797 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada is scamming professional to come then ended up jobless because they can't practice their profession without your Canadian license. How? Study first..😂
Canada is scamming professional to come then ended up jobless because they can't practice their profession without your Canadian license. How? Study first..😂
Identity Attack0.015152922
Insult0.06850267
Profanity0.00054915145
Threat0.0005472854
Severe Toxicity0.000005917509
Low Tox 0.107541844 Policy_Critique
Apr 14, 2025
Tim Uppal, as a Member of Parliament and Parliamentary Secretary to the Minister of Citizenship, Immigration, and Multiculturalism in 2010, announced a new initiative called the Student Partners Program (SPP) that resulted in a significant …
Tim Uppal, as a Member of Parliament and Parliamentary Secretary to the Minister of Citizenship, Immigration, and Multiculturalism in 2010, announced a new initiative called the Student Partners Program (SPP) that resulted in a significant increase in the approval rate of visas for students from India. This turned out to be scam, students did not come to study and go back, it was a backdoor for PR. In addition, a number of Indian students on student visas have committed crimes such as extortion, drug trafficking and killed people on highways as unqualified truck drivers. Lastly, they majority of them lack of consideration for others may it be economically or socially.
Identity Attack0.05976611
Insult0.053205602
Profanity0.02474608
Threat0.0116639575
Severe Toxicity0.0032615662
Low Tox 0.10696511 Constructive 0.552 Unverified_Claim
Jan 20, 2026 2 likes 2.9 million Canadian temporary visas …
Canada has a huge issue with fraud through fake study permits/work visas and they're not doing enough to crack down on it
Canada has a huge issue with fraud through fake study permits/work visas and they're not doing enough to crack down on it
Identity Attack0.037909906
Insult0.04207976
Profanity0.014634945
Threat0.007534259
Severe Toxicity0.002040863
Low Tox 0.10653123 Moderate Con 0.372
Oct 12, 2025 IRCC Names India in Study …
Canada 🇨🇦 MARKETED “STUDY, WORK, P.R”. Which means they guaranteed Permanent Residency route to Students and using a Country to name for Punching Bag is way to throw blame
Canada 🇨🇦 MARKETED “STUDY, WORK, P.R”. Which means they guaranteed Permanent Residency route to Students and using a Country to name for Punching Bag is way to throw blame
Identity Attack0.023193322
Insult0.029163294
Profanity0.014532468
Threat0.019228047
Severe Toxicity0.0031280518
Low Tox 0.10609736 Low Con 0.257
Sep 30, 2025 IRCC Names India in Study …
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)
They have studied and are exploiting loopholes, and have been for years, but rest assured, the Liberal government will be putting a minor slowdown on the rampant immigration by 2027. Not even joking... I am …
They have studied and are exploiting loopholes, and have been for years, but rest assured, the Liberal government will be putting a minor slowdown on the rampant immigration by 2027. Not even joking... I am not against immigration, I am against mass immigration. There should be no more than 10,000 entering the country every year, and not all mainly from one country. The Liberal government is lining us up for disaster under the direction of the WEF.
Identity Attack0.032753747
Insult0.03070583
Profanity0.013473531
Threat0.008349842
Severe Toxicity0.0019836426
Low Tox 0.10089093 Constructive 0.598 Policy_Critique
Oct 3, 2025 1 likes IRCC Names India in Study …
When we entered this country legally, Canada took our fingerprints with full biometric data. So, what's the point? WES to verify our study certificates, but who is actually working? We paid thousands of dollars to …
When we entered this country legally, Canada took our fingerprints with full biometric data. So, what's the point? WES to verify our study certificates, but who is actually working? We paid thousands of dollars to Canada 🇨🇦 for this, yet you still can't track fraud and let them in, and now you're just finding them 😅 g8.
Identity Attack0.02128403
Insult0.036809623
Profanity0.015693882
Threat0.006207318
Severe Toxicity0.0017356873
Low Tox 0.09872158 Constructive 0.563
Sep 30, 2025 IRCC Names India in Study …
They don't value the canadian way its time canadians wake up and get some of them shipped out but they use studying for there way in
They don't value the canadian way its time canadians wake up and get some of them shipped out but they use studying for there way in
Identity Attack0.062039822
Insult0.028722567
Profanity0.013473531
Threat0.007586042
Severe Toxicity0.0024414062
Low Tox 0.09872158 Low Con 0.246
Aug 26, 2025 Why Canadians Are Turning Against …
As an immigrant like myself, I came to study in Canada. I came to learn Canadian culture which has always been polite, humble, and friendly. Nowadays I am seeing things have changed compare with 22 …
As an immigrant like myself, I came to study in Canada. I came to learn Canadian culture which has always been polite, humble, and friendly. Nowadays I am seeing things have changed compare with 22 years ago when I came here. I learned true Canadian cultures from my host family and my Canadian friends. Honestly, there are some immigrants who are coming to Canada who are not trying to learn and even tried to integrate into the culture. You don't come to someone's home and destroy it. You want to make yourself welcomed in Canada. Canada is an amazing country please don't destroy it. I worked hard to stay in Canada and I love this country. I also pay my taxes for some people to get their free stuffs when they entered into Canada, what is going on? Love Canada and let's us united again. ❤❤❤❤❤
Identity Attack0.048737846
Insult0.032689095
Profanity0.022423252
Threat0.009230154
Severe Toxicity0.0027275085
Low Tox 0.09828771 Constructive 0.866
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
there is a simple solution. create a federal or provincial standardize test equivalent to what they should have. if they didn't pass, don't issue the visa. i have studied indian students. almost 99% them would …
there is a simple solution. create a federal or provincial standardize test equivalent to what they should have. if they didn't pass, don't issue the visa. i have studied indian students. almost 99% them would not be able to come. trust me
Identity Attack0.068465814
Insult0.019483518
Profanity0.015454767
Threat0.008168601
Severe Toxicity0.00207901
Low Tox 0.09351514 Moderate Con 0.496
Oct 1, 2025 1 likes IRCC Names India in Study …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all my life story) to obtain PR and come to Canada just to realize that people without any of these come from different parts of the world especially India bypassing the system and living better life working cash jobs and doing random stuff. When i went to take driving license first time, An Indian origin guy rejected my application saying that my Indian License wasn't looking original enough , where I have seen people who couldn't even speak basic English were applying to get license to drive trucks. It is sad to see how many of our people are bringing a lot of 'Indianness' to this country and live like it is their own turf. I have met many young and middle aged individuals who call themselves students who doesn't even have a clue of what they are studying. It is unbelievable how people of certain status live their life partying and enjoying breaking all sort of rules , dropping out of college etc. when people who are here legally and many Canadians struggling to pay rent / mortgages / insurances etc. Don't even want to talk about job security , its a joke. Finally happy to see someone raising voice.
Identity Attack0.034300596
Insult0.02982438
Profanity0.02208166
Threat0.007197669
Severe Toxicity0.0025367737
Low Tox 0.08241652 Constructive 0.741
Oct 22, 2025 IRCC Names India in Study …
30 + years in this city and i have seen the changes. I dont want to single out students but they are the main reason for it. Fake car insurances and expensive cars they cant …
30 + years in this city and i have seen the changes. I dont want to single out students but they are the main reason for it. Fake car insurances and expensive cars they cant afford. Results in my insurance being higher by default. Many students coming here and not studying but getting on trucks as soon as they get their license makes brampton one of if not the most city with trucking companies . Sheridan college with its low standards dooms the city. Multiculturalism is good but when people ruin that for others for their own cash grab methods makes this city extremely expensive to live in.
Identity Attack0.014048826
Insult0.033239998
Profanity0.016342908
Threat0.007249452
Severe Toxicity0.001707077
Low Tox 0.08241652 Constructive 0.644 Personal_Narrative
Nov 20, 2025 Inside Canada's Indian Metropolis (Brampton)
9:06 he came as a student he is done with studying
9:06 he came as a student he is done with studying
Identity Attack0.010581387
Insult0.020385906
Profanity0.026044132
Threat0.009592636
Severe Toxicity0.003376007
Low Tox 0.075294 Low Con 0.299 Question
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This will be the whole of Europe in 5 years. The EU just signed a free trade agreement with india which also includes allowing millions of Indians to study in the EU. We all know …
This will be the whole of Europe in 5 years. The EU just signed a free trade agreement with india which also includes allowing millions of Indians to study in the EU. We all know once they land in the EU, they'll never leave
Identity Attack0.055218685
Insult0.015872927
Profanity0.020851927
Threat0.008362788
Severe Toxicity0.0023174286
Low Tox 0.07371122 Moderate Con 0.386 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Is it too hard to deport those who went to study but barely joined classes?
Is it too hard to deport those who went to study but barely joined classes?
Identity Attack0.023595277
Insult0.019419061
Profanity0.012141321
Threat0.009644418
Severe Toxicity0.0015926361
Low Tox 0.07212844 Low Con 0.242
Sep 30, 2025 IRCC Names India in Study …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming one group. The reality is that the Canadian government failed first by not properly managing immigration volumes, not enforcing document verification, and not honestly assessing whether the country could support such rapid population growth. That policy failure created pressure on housing, jobs, and social systems long before resentment followed. We also need honesty within the Indian community. Some Indians struggle to adapt being overly loud, culturally rigid, and sometimes lacking empathy for Canadian norms and shared public spaces. I studied Canadian and Indigenous history in school, and respecting that history matters. Assimilation doesn’t mean abandoning your culture, but it does mean understanding and respecting the society you chose to join. Cultural education should be expected, not optional. That said, one Indian doing something wrong does not make all Indians bad. Most Indian students and workers I know are hardworking, punctual, and serious about contributing. I’ve personally worked minimum-wage jobs for years, and what I noticed was not jobs being “taken,” but fewer Canadian youth willing to stay in or commit to these roles long-term. Indians didn’t replace Canadians, they filled vacancies that already existed. I also briefly volunteered helping the homeless, and what I saw was honestly shocking. It’s not that the government isn’t trying to help there are rehabilitation programs and support systems in place. The difficult truth is that a significant portion of the homeless population struggles with substance abuse and refuses treatment because it requires giving up drugs. Over time, homelessness itself starts to function like a culture, where benefits and assistance unintentionally enable continued substance use rather than recovery. This is an uncomfortable reality people don’t like to talk about. None of this is simple. Immigration didn’t break Canada, and neither did one community. Poor policy, weak enforcement, lack of accountability, and refusal from governments and individuals to adapt responsibly is what brought us here. Blame is easy. Honest solutions are not.
Identity Attack0.023193322
Insult0.028832749
Profanity0.015010698
Threat0.0068869707
Severe Toxicity0.0016117096
Low Tox 0.06817148 Constructive 0.823 Personal_Narrative
Jan 27, 2026 22 likes Inside Canada's Indian Invasion...
Not that an issue in Canada. Some on the extreme right are playing the racism angle. What happened was too many people were allowed in the country in a short period of time, putting strain …
Not that an issue in Canada. Some on the extreme right are playing the racism angle. What happened was too many people were allowed in the country in a short period of time, putting strain on services and employment. This was done during pandemic when labor was issue and with universities and colleges when tuition was frozen, and they set that with foreign students who were not qualified financially to study abroad and did it more for permanent residency.
Identity Attack0.033527173
Insult0.024511116
Profanity0.011201942
Threat0.006440342
Severe Toxicity0.0017547607
Low Tox 0.0665887 Constructive 0.664 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …

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.