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: "These new Indian immigrants have …" 88 comments · Page 4 of 4
The massive majority of Indians I've met in Canada have been absolutely kind. I have no ill will for the people. I do have ill will for our liberal government though. There's just too many …
The massive majority of Indians I've met in Canada have been absolutely kind. I have no ill will for the people. I do have ill will for our liberal government though. There's just too many people coming in at once. In 2025 we had 415,000 new permanent residences. 2024 it was 425,000. The liberal government said they were going to lower immigration and they didn't. They gutted the international student program but they kept the influx of permanent residences coming in because they're not done buying votes.
Identity Attack0.07508347
Insult0.03885912
Profanity0.020510335
Threat0.007598988
Severe Toxicity0.0028038025
Low Tox 0.11202335 Constructive 0.75 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live …
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live a better lives. They didn't know after they came here for work and or college/university they become in major debt. They said that they're in a luxury debt and never getting out of debt knowing that they're stuck in Canada and can't be allowed to leave unless they pay off the debts. That's 100 % wrong to do that to people when they know they don't feel welcomed and want to go home. I'm a metis Canadian and I had to leave Ontario to find affordability and miss my home. GOVERNMENT THIS IS YOUR FAULT AND YOU KNOW IT! Let them go home in debt. You made this mess. FIX IT! Including the baby boomers that made the problem started 8 % rate interests to buy houses. That was a mistake that should be bought 1 house and nothing else. I forgot to add something. The uber driver told me that india doesn't know that it's a debt luxury trap that you can't leave unless you pay your debt. He felt alone and found some people and the internet to make himself feel better temporary. TEMPORARY! He hates it here, but he respects Canadians. He feels sorry for the new ones that are coming to become debt trap. It's the same for the pharmacy. She got into college to be a pharmacy and bought the store. She is on low income but doesn't qualify for any supports like benefits to pay off her medical things. The reason she can't because they'll see the pharmacy store is income. Wait what? So she doesn't quilify for benefits because she's making income to pay off her massive loan to do her job. It's not enough to live by as what she told me. She also does misses home, but also traped in luxury debt. This is what I have learned so far. I went through a car accident and coudln't get out of the car. I thought in Brampton, Ontario was the rudest people on the planet, but was saved by the angels of indian people saved me out of the vehicle from the smoke. I still thank you! There is still good people out there and some are stupid people out there. Keep it up because being kind gets you to be positive to others and make things better when the world is fcked right now.
Identity Attack0.060675595
Insult0.03566399
Profanity0.019348921
Threat0.0074824756
Severe Toxicity0.002822876
Low Tox 0.11129999 Constructive 0.816
Sep 10, 2025 2 likes Why Canadians Are Turning Against …
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid …
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid in cash, leading to tax evaluation. So they were able to save more... They were able to buy a bigger house for cheaper basically. New immigrants move to Brampton probably cause it easier. They don't need to assimilate as much as they sued to. They can speak their own language, not have to learn another, etc. You can actually see certain immigrant groups take to certain cities for the reasons above. Vaughn is Italian, Etobicoke was multi cultural, now Somalian(last I visited), sauga is Arab, etc The universities are a big scam, and the govt is part of it. They don't care cause they get money.... People create these fake colleges and bring in students. Students have "online" classes and so they don't actually go in . In Canada ur allowed to work 20 hours as a student, but all work more under the table. And yes. As a Punjabi, there is too many Indians. It was too many when I left. Worse now.. don't even like visiting Canada anymore unless I go to Barrie or something.
Identity Attack0.08500996
Insult0.033239998
Profanity0.016342908
Threat0.0069516995
Severe Toxicity0.0026893616
Low Tox 0.11036996 Constructive 0.761 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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 …
Employers choose Indian students over local Canadian students bc they only have to pay them half as much. The other half of their wages are paid by us tax payers through a subsidy program. There's …
Employers choose Indian students over local Canadian students bc they only have to pay them half as much. The other half of their wages are paid by us tax payers through a subsidy program. There's nothing wrong with good honest working people moving to a new country and living and working like the locals. But when you live OFF of the locals tax dollars or cheat the system, it is not going to be healthy for immigrants, Canadians or the economy.
Identity Attack0.07673789
Insult0.028392024
Profanity0.0127561875
Threat0.006304411
Severe Toxicity0.00207901
Low Tox 0.103060275 Constructive 0.61 Economic_Argument
Oct 2, 2025 IRCC Names India in Study …
I visited Brampton over New Year's 2018. I couldn't believe how huge the Indian community was at the time. The weather was extremely brutal, so we didn't go out much. Everywhere we did go was …
I visited Brampton over New Year's 2018. I couldn't believe how huge the Indian community was at the time. The weather was extremely brutal, so we didn't go out much. Everywhere we did go was ALL Indian! I was visiting a friend's family. I remember asking him if there were any cultural conflicts between the immigrants and the Canadians. At the time, it didn't seem to be a problem. Evidently, a lot has changed since then!
Identity Attack0.10221587
Insult0.023995465
Profanity0.014600786
Threat0.0073918556
Severe Toxicity0.002708435
Low Tox 0.09958932 Constructive 0.776
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
I think it is important to realize that immigration comes in waves. right now we are seeing a huge wave of indian immigrants but eventually it will slow down and many will return home and …
I think it is important to realize that immigration comes in waves. right now we are seeing a huge wave of indian immigrants but eventually it will slow down and many will return home and a new wave will come. I think we often forget we are a country of immigrants. All of us have origins elsewhere, at one point the wave of immigration we came from caused "disruptions". Irish, Italian, Ukrainian ect. endlessly we were have waves of immigration. the best thing to do is learn about each others culture and realize we are all born under the same sun.
Identity Attack0.08004672
Insult0.025026767
Profanity0.024609445
Threat0.008414571
Severe Toxicity0.0031471252
Low Tox 0.09872158 Constructive 0.791
Dec 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Come visit Australia (and particularly the big cities like Sydney, Melbourne & Brisbane) and you'll find exactly the same thing here. We are in the middle of a huge immigration wave initiated by the socialist …
Come visit Australia (and particularly the big cities like Sydney, Melbourne & Brisbane) and you'll find exactly the same thing here. We are in the middle of a huge immigration wave initiated by the socialist Labor government that is overwhelming infrastructure, housing supply & affordability and healthcare services. Driving standards have also decreased markedly and at the same time vehicle accident rates have risen exponentially, along with a steep and sustained increase in car insurance premiums in the time since this current immigration wave began after Covid due to increased accident rates and fraudulent insurance claims. Indians make up the second largest group of these new immigrants.
Identity Attack0.018771807
Insult0.028612386
Profanity0.01490822
Threat0.007249452
Severe Toxicity0.0020313263
Low Tox 0.06817148 Constructive 0.68
Jan 27, 2026 Inside Canada's Indian Invasion...
The truck drivers. Just handing out az licences. The Tim hortons debacle. I think it’s a beautiful culture historically. I have made many East Indian and other immigrant friends in my 53 years. It’s some …
The truck drivers. Just handing out az licences. The Tim hortons debacle. I think it’s a beautiful culture historically. I have made many East Indian and other immigrant friends in my 53 years. It’s some of the new immigrants policies that are causing issues. At the end of the day I welcome all who come here legally and with good intentions.
Identity Attack0.04023018
Insult0.01767874
Profanity0.011253181
Threat0.0065697995
Severe Toxicity0.0014209747
Low Tox 0.05651112 Constructive 0.771
Oct 6, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t pass the IELTS (English proficiency test) entered the country on visitor visas or through spousal sponsorships—some of which were questionable or fraudulent. During that time, the government was converting visitor visas into work permits with little to no scrutiny. Background checks and rejections were rare. Meanwhile, colleges rapidly expanded their intake capacity—understandably so, since international students pay three to four times more in tuition. At the same time, due to inflationary pressures, the government allowed international students to work 40 hours per week instead of the previous 20-hour limit. This created a new, ready-to-work labor force in just a year or two, heavily impacting the retail sector. As a result, a large portion of retail jobs shifted toward a single ethnic group, while many Canadian citizens found themselves sidelined. One key factor was flexibility. Many immigrant communities—particularly Indian—were more willing to accept irregular hours and last-minute shifts, often adopting a more compliant, “yes sir” attitude that employers found appealing. However, I’m already beginning to notice changes in the retail landscape, likely due to the government finally tightening immigration rules. Going forward, we don’t need to close our doors—but we do need smarter immigration policies, with proper checks and balances, to ensure fairness and sustainability for everyone.
Identity Attack0.010211408
Insult0.020772645
Profanity0.012961143
Threat0.006757513
Severe Toxicity0.0012016296
Low Tox 0.03828422 Constructive 0.779
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated in the 80s and 90s had to assimilate and become “Canadian” which in hindsight was for the best. I learned about my culture and language at home, but my parents, emphasized the importance of being “Canadian first” and being a part of society and “fitting in.” This wasn’t at all a bad thing. I learned to ski, skate, make ice lollies with snow and syrup, went camping, played sports… I feel embarrassed when Indians are looked at in this light, but its true. 90% of this new wave of immigrants on “student visas,” dont intend to actually obtain any sort of an education, instead they use it as a pathway for permanent residency. I know this because I have relatives who say this out loud behind closed doors. I don’t agree with any of it, and quite frankly it’s very embarrassing, but most of us first generation Indian Canadians feel very upset about how its all played out and the negative light in which our people are now viewed under. Personally, I agree they arent interested in becoming culturally Canadian, they just want to be in Canada for financial reasons. They stay in their groups, dont integrate and think somehow this will play out well. It isnt discrimination when your own people also feel this way. I have yet to meet a first gen Canadian who disagrees
Identity Attack0.02138452
Insult0.017088935
Profanity0.014874061
Threat0.0066215824
Severe Toxicity0.0014781952
Low Tox 0.037577134 Constructive 0.762 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Metropolis (Brampton)
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains …
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains from international tuition fees. Young labor to support aging populations. Potential future immigrants who are already educated and adapted to the country. Governments often design these systems intentionally — international students are part of their immigration and economic growth strategies, not just passive victims or actors. India has a massive, educated, English-speaking population. India has the largest pool of college graduates who are English-proficient, making them eligible and attractive for global mobility. Canadian colleges and universities actively recruit in India because it's a guaranteed market. Some Canadians have prioritized volume over quality, which has led to systemic issues. You are not alone England, Australia and New Zealand are milking Indians too
Identity Attack0.011321344
Insult0.013592913
Profanity0.011765569
Threat0.0063885585
Severe Toxicity0.0011014938
Low Tox 0.02779579 Constructive 0.646
Oct 2, 2025 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.