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: "He have not education and …" 296 comments · Page 8 of 12
In India, education and civic sense are still a threshold to be met at par standards- then there's oecd lvl which is above the avg standard😅. - Early immigrants were merely functionally literate...though managed being …
In India, education and civic sense are still a threshold to be met at par standards- then there's oecd lvl which is above the avg standard😅. - Early immigrants were merely functionally literate...though managed being less in numbers. But today Why don't these 1st world countries set criteria for visa just like a strict driving licence which includes more than basic English, how to stand in a line, how to throw garbage in the bin, where to park your vehicle, no loud music, and no public processions if they don't relate to host country. It would have worked fine. Then there's fugitives being granted refuge in UK and Canada. How can they expect social order with ageing demographics?!
Identity Attack0.1064171
Insult0.0806213
Profanity0.035148825
Threat0.0068999166
Severe Toxicity0.004634857
Low Tox 0.17545098 Constructive 0.541 Policy_Critique
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
At last, some media outlets have found the courage to speak the truth; a truth that 90% of the country has been whispering behind closed doors, too afraid to say out loud for fear of …
At last, some media outlets have found the courage to speak the truth; a truth that 90% of the country has been whispering behind closed doors, too afraid to say out loud for fear of being branded racist. A large number of these individuals have arrived with fake diplomas, and nobody dares verify them. Why? Because even questioning their credentials risks backlash and accusations of discrimination. And when the diplomas are real, the educational standards often don't measure up, resulting in subpar performance and poor-quality service. Many arrive under the pretense of being students, legally allowed to work only 20 hours a week. But they bypass this by exploiting loopholes in shift trading policies at major Canadian companies, racking up 40+ hours a week with ease. This isn’t disorganized opportunism, it's calculated and coordinated. Their communities are becoming increasingly unified and powerful, turning into breeding grounds for corruption, ethnic nepotism and tribalism. They use their community ties and visible minority status to fast-track into positions far beyond their skill or experience levels. Once inside, they bring in more of their own, creating insular hiring circles designed to shield and advance one another, regardless of merit!
Identity Attack0.051126
Insult0.08410009
Profanity0.027547138
Threat0.008531082
Severe Toxicity0.0037956238
Low Tox 0.17458448 Constructive 0.607 Unverified_Claim
Jun 22, 2025 How Canada broke its immigration …
A immigrant is not the problem is the refugee . I'm a immigrant , we come to Canada , paid our education , build a business here hire Canadian worker , paid all my tax …
A immigrant is not the problem is the refugee . I'm a immigrant , we come to Canada , paid our education , build a business here hire Canadian worker , paid all my tax and never take a welfare penny from Canada .. But the refugee come , they only works for cash and collect welfare and they want this country to become there country and complaint no human right for them !
Identity Attack0.15303208
Insult0.054376744
Profanity0.014088398
Threat0.0065697995
Severe Toxicity0.0037193298
Low Tox 0.17285149 Constructive 0.631 Identity_Assertion
Sep 8, 2025 Why Canadians Are Turning Against …
The worst thing is that most come here with fake degrees and fake colleges. When you see them working you realize that the education does not meet.
The worst thing is that most come here with fake degrees and fake colleges. When you see them working you realize that the education does not meet.
Identity Attack0.022188433
Insult0.07428485
Profanity0.021330157
Threat0.0063238298
Severe Toxicity0.002298355
Low Tox 0.17285149 Low Con 0.26 Unverified_Claim
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
There are always two sides of the story. When British and French went from starting trade with indigeneous to brigning their families and settling towns on their land, they must have had the same feeling. …
There are always two sides of the story. When British and French went from starting trade with indigeneous to brigning their families and settling towns on their land, they must have had the same feeling. Europeans just didn't stop their they openly slaughtered and put small children in residential schools where many lost lives and are still living with generational trauma. India was doing fine before british came in and lynched the economy to feed industrial revolution in west. I have seen Finnish, croatian, greek, polish, italian, german cultural centers and businesses serving their communities in Canada. Can we also say that they should assimilate in Canadian culture? What is even Canadian culture? It is the "The Canadian Charter of Rights and Freedoms", read that thing and the history if you are not familiar. I do acknowledge that there is massive influx of immigrants in a short span which govt. did to compensate for labor needs but they did not invest in infrastructure and orientation of immigrations. I have worked with Canadians in their 60s vs 20s, there was a huge difference in work ethic. My white manager relied on me and my another friend for closing or opening shift than some local preveliged kids. I am in support of deporting illegals but let's educate who are here legally. Collaborate with communities to voice out your concerns and look at the positive impact immigrants have made in past decades.
Identity Attack0.105256535
Insult0.06582214
Profanity0.028913507
Threat0.04524883
Severe Toxicity0.0063705444
Low Tox 0.17285149 Constructive 0.853 Moral_Argument
Oct 21, 2025 Inside Canada's Indian Metropolis (Brampton)
She just wanted to hear one country name supplying 90% students fees to the fraudulent educational system of Canada
She just wanted to hear one country name supplying 90% students fees to the fraudulent educational system of Canada
Identity Attack0.061130337
Insult0.08484049
Profanity0.015249812
Threat0.0065050707
Severe Toxicity0.0025177002
Low Tox 0.17285149 Low Con 0.185 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
I am in the immigration business, the Indian applicants shock me to my core. They will forge anything, bank documents, education documents, police clearance certificates... You name it.
I am in the immigration business, the Indian applicants shock me to my core. They will forge anything, bank documents, education documents, police clearance certificates... You name it.
Identity Attack0.17847598
Insult0.05203446
Profanity0.02932342
Threat0.009411395
Severe Toxicity0.0050354004
Low Tox 0.17198499 Moderate Con 0.407 Personal_Narrative
Feb 19, 2026 2 likes LILLEY UNLEASHED: The fall of …
Lets put Canadians who are canadian citizens to put first and help to get educated instead of wasting time money 💴 efforts on people who god knows what their intentions are invading canada 🇨🇦 and …
Lets put Canadians who are canadian citizens to put first and help to get educated instead of wasting time money 💴 efforts on people who god knows what their intentions are invading canada 🇨🇦 and canadians safety security
Identity Attack0.10221587
Insult0.06529768
Profanity0.015898837
Threat0.007741391
Severe Toxicity0.0037384033
Low Tox 0.17025198 Low Con 0.287 Policy_Critique
Sep 30, 2025 2 likes IRCC Names India in Study …
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 …
I wonder if they discussed how when Indian students who unalive themselves in Canada, the deaths are not treated as such. There are many families who have the remains of their kids (usually young males) …
I wonder if they discussed how when Indian students who unalive themselves in Canada, the deaths are not treated as such. There are many families who have the remains of their kids (usually young males) repatriated and the death is left unclear. The gov’t of Canada has been obfuscating many such deaths. Was it the Canadian govt fully at fault for the deaths? Not quite… these students are often met with predatory individuals who take advantage of their vulnerable situations: such as predatory landlords who have sometimes 15 or more students renting one house, or unjust working conditions because the employer knows that the immigrants citizenship hopes are tied to the job, etc etc. Ultimately, it’s the Canadian government turning a blind eye to these realities and trying to make the deaths appear due to things other than unalive attempts. This shouldn’t be surprising considering the way the Canadian government has been pushing dystopian legislation around their medically assisted dying program (MAiD). Canada’s medically assisted dying program has the least guardrails of any program of that type in other countries. Not just this, but the legislation for MAiD comes at a time when Canada’s healthcare and mental healthcare systems are collapsing. Trudeau said he would address this with one his re-election promises in 2021: he promised 5 billion for mental health programs. I’ve worked in the field for almost 20 years with youth and that money never arrived, nor has any serious attempt to fund programs occurred since the brutal Canadian pandemic policies massively exacerbated the youth mental health crisis. Perhaps one day someone will be able to trace how the 5 Billion promised was send off in provincial transfers that did not benefit any programs and likely only helped pay for all the upper management, because Canada’s healthcare, education and mental health care systems are absurdly top-heavy. Canada becomes moral dystopian by the day, with regular folks (working class, blue collar, low-income) bearing the burden. Everyday more people join the rank of the oppressed regular people while a few who work in the government or favored industries are overpaid and the stats around all of this corruption are further obfuscated and buried. And as all this occurs, you see bureaucrats like the on in this video smug in their knowledge that most Canadians will never learn how dark the truth is.
Identity Attack0.10221587
Insult0.06722072
Profanity0.018734055
Threat0.024235269
Severe Toxicity0.004386902
Low Tox 0.165053 Constructive 0.679
Sep 30, 2025 1 likes IRCC Names India in Study …
Canada should impose education for emigrants of Canadian culture. Be like Japan- you come here, you practise what we practise, you follow Japanese rules, if you can’t- then leave!
Canada should impose education for emigrants of Canadian culture. Be like Japan- you come here, you practise what we practise, you follow Japanese rules, if you can’t- then leave!
Identity Attack0.13377325
Insult0.035333443
Profanity0.013780965
Threat0.0101363575
Severe Toxicity0.004386902
Low Tox 0.165053 Low Con 0.216 Comparative_Framing
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
People complaining do not acknowledge that Canada created a corrupt system where educational institutions made money from foreign students, foreign students in return were happy as long as they got to work. At least they …
People complaining do not acknowledge that Canada created a corrupt system where educational institutions made money from foreign students, foreign students in return were happy as long as they got to work. At least they are willing to work and pay taxes. In fact, we should look at the root cause of these problems. It is the colleges making money off these immigrants, it is the corporations who do not want to pay decent living wages to Canadians so they are hiring these immigrants at minimum wage jobs. This is called capitalism where the corporate has to save as much money as possible for their shareholders. So yes immigration is a huge problem but immigrants alone are not at fault. The fault lies with the government (federal, provincial and municipal) and the corporate entities in Canada as well.
Identity Attack0.08831879
Insult0.0816321
Profanity0.018665737
Threat0.007081157
Severe Toxicity0.0032615662
Low Tox 0.16245349 Constructive 0.663 Policy_Critique
Feb 14, 2026 1 likes Canada's tighter immigration policy divides …
Capitalist abuse of educational system as had been happening in uk for years.. its a viscuous cycle fuelled by government under funding. buy your way into a country with a fake course . Meanwhile native …
Capitalist abuse of educational system as had been happening in uk for years.. its a viscuous cycle fuelled by government under funding. buy your way into a country with a fake course . Meanwhile native youth can't afford to pay for a degree or end up in debt. Then the country complains there are no graduates to fill jobs so they say they have to IMPORT THE LABOUR. Eduction should be a service not a capitalist business! The whole world has been sold off and run by big businesses. Billionaires run the world. Its not democracy. Its capitalism gone mad. Makes need jobs. Where is the upper sustainable limit
Identity Attack0.033011556
Insult0.07491849
Profanity0.026863953
Threat0.007922632
Severe Toxicity0.0037574768
Low Tox 0.16158698 Moderate Con 0.456
Oct 2, 2025 IRCC Names India in Study …
Major reason for so much immigration of Indians is because here in india to get a well paying job and a well settled life you need to be educated and skilled. Whereas in countrys such …
Major reason for so much immigration of Indians is because here in india to get a well paying job and a well settled life you need to be educated and skilled. Whereas in countrys such as canada it is more easy to have a good living with less efforts and less education. Therefore they prefer moving out of country than working hard in there own country. And in the case of Brampton they saw an opportunity and demand for businesses and workforce so they grabbed there opportunity. Because at that time there was not much going on in Brampton when indians started immigrating . So you can say indians are the reason Brampton has grown gradually. But i do think now it is too crowded and people haven't stopped coming. Now there are no requirements as such. So that is why more useless indians are moving in canada nowadays.
Identity Attack0.17226285
Insult0.061101943
Profanity0.018802373
Threat0.006977591
Severe Toxicity0.004119873
Low Tox 0.16158698 Constructive 0.663 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Look into the ideology being spread and festered in concordia College against patriotic Canadians and the antisemitism coming out of our educational systems
Look into the ideology being spread and festered in concordia College against patriotic Canadians and the antisemitism coming out of our educational systems
Identity Attack0.11512129
Insult0.053791173
Profanity0.012004685
Threat0.008077981
Severe Toxicity0.0031661987
Low Tox 0.16043124 Low Con 0.267 Fear_Threat
Sep 28, 2025 2 likes IRCC Names India in Study …
The video shows facts, and it is sad to see people turning Canada into the country they came from (not just India). But funny how the older immigrants totally calling out the more educated and …
The video shows facts, and it is sad to see people turning Canada into the country they came from (not just India). But funny how the older immigrants totally calling out the more educated and recent immigrants for being free loaders, while not realizing the young are paying for your benefits. You worked a minimum wages job and bought landed properties with lunch money, while being the core reason for the housing crises because you "don't want condos or apartments to be build in our single household areas". Hypocrites!!
Identity Attack0.10221587
Insult0.07365121
Profanity0.020646973
Threat0.0072235605
Severe Toxicity0.0044059753
Low Tox 0.15987846 Constructive 0.643 Personal_Narrative
Jan 20, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
haha that why i told to westerner Democracy will never works. Communism is the best system if talk about stability and control. come visit Vietnam we will teach you how to build a nation. not …
haha that why i told to westerner Democracy will never works. Communism is the best system if talk about stability and control. come visit Vietnam we will teach you how to build a nation. not a market run by many political booth. Democracy will never work it will fail if the voters are a broken voters, this system are very easy to shaken just hijack the education system it will fall. it was catastrophic design failure.
Identity Attack0.027614836
Insult0.06319981
Profanity0.034146797
Threat0.008867673
Severe Toxicity0.0033950806
Low Tox 0.15656179 Moderate Con 0.33 Comparative_Framing
Nov 6, 2025 Inside Canada's Indian Metropolis (Brampton)
This statement unfairly targets Indian immigrants and spreads harmful stereotypes. Indian Canadians contribute greatly to this country — in medicine, technology, education, and business. Canada’s strength comes from diversity and inclusion, not exclusion. Integration doesn’t …
This statement unfairly targets Indian immigrants and spreads harmful stereotypes. Indian Canadians contribute greatly to this country — in medicine, technology, education, and business. Canada’s strength comes from diversity and inclusion, not exclusion. Integration doesn’t mean erasing one’s culture; it means sharing values of respect, hard work, and community. Indians in Canada are law-abiding citizens who enrich Canadian society, not weaken it. Racism and division go against the Canadian values this article claims to defend.
Identity Attack0.13163337
Insult0.05144889
Profanity0.013405213
Threat0.007689608
Severe Toxicity0.0030899048
Low Tox 0.15545623 Constructive 0.658
Oct 29, 2025 IRCC Names India in Study …
As a Canadian, thank you for making this. I hope it’s clear to everyone how, while good people, the majority of interviewees in this video are taking advantage of our country because we’re “nice” and …
As a Canadian, thank you for making this. I hope it’s clear to everyone how, while good people, the majority of interviewees in this video are taking advantage of our country because we’re “nice” and they aren’t able to sort things out in their own. The majority of these people aren’t highly educated and came in on student visas and you’ve got to wonder why our government allowed this. It’s made a lot of things worse for people who lived here already, including immigrants. No racism just frustration.
Identity Attack0.09824528
Insult0.06984934
Profanity0.017504321
Threat0.0075083673
Severe Toxicity0.0035858154
Low Tox 0.15545623 Constructive 0.786 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
the bike guy is the definition of google-search-education. I wonder how high his IQ is.
the bike guy is the definition of google-search-education. I wonder how high his IQ is.
Identity Attack0.005771666
Insult0.082619295
Profanity0.019758832
Threat0.006653947
Severe Toxicity0.0020217896
Low Tox 0.15490346 Low Con 0.185 Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
As an African immigrant to the GTA, I'd love to educate bro on the bike but he's been through enough. I forgive him
As an African immigrant to the GTA, I'd love to educate bro on the bike but he's been through enough. I forgive him
Identity Attack0.120924085
Insult0.03710241
Profanity0.03715288
Threat0.009696201
Severe Toxicity0.0049209595
Low Tox 0.15490346 Constructive 0.719 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
Interviewing lower class and poorly educated individuals everywhere you go about a certain race of economically beneficial individuals is wild Tyler. You’re great at antagonizing minorities in different countries. Don’t forget about what colonialists and …
Interviewing lower class and poorly educated individuals everywhere you go about a certain race of economically beneficial individuals is wild Tyler. You’re great at antagonizing minorities in different countries. Don’t forget about what colonialists and settlers did for this to happen throughout the world.
Identity Attack0.052035484
Insult0.0670459
Profanity0.014703264
Threat0.007961469
Severe Toxicity0.0028419495
Low Tox 0.15435068 Constructive 0.514 Policy_Critique
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately halt the unchecked influx of immigrants from India. This is not about xenophobia—it's about protecting Canadian society, resources, …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately halt the unchecked influx of immigrants from India. This is not about xenophobia—it's about protecting Canadian society, resources, and identity from a pattern of exploitation that is eroding our nation. 1. Failure to Assimilate and Community Insularity Indian immigrants are not integrating into Canadian culture. Instead, they form parallel societies: Sending children to private ethnic schools that prioritize Indian languages and customs over Canadian values. Erecting statues and cultural symbols that celebrate India, not Canada—this is Canada, not a satellite of New Delhi. Prioritizing their own communities in hiring and services, creating ethnic enclaves that exclude others. This insularity prevents true assimilation and fosters division. 2. Exploitation of Systems and Loopholes Many arrive through fraudulent means and demand instant benefits: Establishing "diploma mill" colleges solely to gain entry, then claiming permanent residency or citizenship after minimal study. Only Indians teachers are hired through this made up "Colleges". Sponsoring extended family chains (parents, siblings, cousins) who contribute nothing but drain resources. Elderly parents, who have never paid Canadian taxes, access healthcare and social services immediately, overburdening hospitals while their families use nursing homes as a last resort. Bribing for driver's licenses abroad, leading to reckless, entitled driving on Canadian roads. These tactics exploit loopholes, bypassing fair processes meant for genuine contributors. 3. Strain on Resources and Job Market The rapid population growth is unsustainable: High birth rates (far above Canada's replacement level) are used strategically to "populate" the country and secure more benefits. Taking jobs from Canadians in government, police, education, healthcare, and beyond—often through nepotism and "cutting in line" for their networks. For example IRCC Director - Harpreet Kochhar Deputy Minister - Pemi Gill and Aiesha Zafar who have no idea where the 79,000 illegal Indians are in Canada. Remove these Minister from their position. They are incompetent in the jobs. Fraud = Predominant country = India. Nepotism is rampant in their community and their class system mentality. Overwhelming housing, food banks, parks (littered with garbage), and public spaces (including reports of improper behavior on beaches). Many work in low-productivity roles, undercutting wages and relying on welfare despite employment. Canadians are being displaced in their own country. 4. Criminal and Cultural Importation A subset brings a "gangster mentality" from India: Rising involvement in organized crime, fraud, and violence in cities like Brampton and Surrey. Lazy or substandard work ethic in some cases, prioritizing quick gains over quality. Just look at Tim Horton! This is not the skilled, law-abiding immigration Canada needs. Call to Action: Policy Reforms Now Cap and pause Indian immigration until assimilation metrics improve. End chain migration and fake college scams—require proven contributions before PR/citizenship. Enforce assimilation: Mandate public schools, cultural integration tests, and community service. Protect Canadians first: Prioritize housing, jobs, and services for citizens. I don't care if this is labeled "racist"—the evidence is clear. Indians are not here to build Canada; many are here to overtake it. Canadians have to act before it's too late.
Identity Attack0.14661247
Insult0.047935467
Profanity0.014566627
Threat0.008634649
Severe Toxicity0.004196167
Low Tox 0.15324512 Constructive 0.674
Oct 29, 2025 IRCC Names India in Study …
Higher education ducation "industry" majorly owned by Canadian politicians is one big culprit responsible for this situation.
Higher education ducation "industry" majorly owned by Canadian politicians is one big culprit responsible for this situation.
Identity Attack0.035331827
Insult0.082372494
Profanity0.015249812
Threat0.007081157
Severe Toxicity0.0024795532
Low Tox 0.15324512 Low Con 0.14 Policy_Critique
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
*Canada’s Broken Uncontrolled Immigration & Action Plan to Save Canada* It’s no longer a Liberal or Conservative issue. If you have a job, you should worry. If you have children, you should worry for their …
*Canada’s Broken Uncontrolled Immigration & Action Plan to Save Canada* It’s no longer a Liberal or Conservative issue. If you have a job, you should worry. If you have children, you should worry for their future. If you want healthcare as you age, you should worry. Since 2015, uncontrolled, open-border immigration policies have left Canada’s housing, healthcare, and education systems crumbling before our eyes. People are dying in ERs while waiting for care—our systems are overwhelmed, some perhaps exploited. Teachers can’t keep up with soaring ESL demands. Our children can no longer dream of owning their own homes some day. Our infrastructure is broken—in healthcare, housing, education, and employment. Liberals, Conservatives, even the NDP all agree. It’s time to unite: shut down our borders, deport illegal immigrants in massive numbers, and restore Canada as a safe, calm, and peaceful nation. *Write to your MPs—whether Liberal, Conservative, or NDP to stop mass immigration and deport illegal immigrants. Eventually, they will all have to listen.*
Identity Attack0.09245483
Insult0.05086332
Profanity0.03239325
Threat0.010680079
Severe Toxicity0.004348755
Low Tox 0.15324512 Constructive 0.655 Fear_Threat
Mar 1, 2026 Inside Canada's Indian Invasion...

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.