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: "Let’s see how long they …" 7 comments
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
What you are seeing is a take over. Dont forget only one state in India is 40 millions people, the entité population of Canada. It is nothing for yhem to take over if let Them …
What you are seeing is a take over. Dont forget only one state in India is 40 millions people, the entité population of Canada. It is nothing for yhem to take over if let Them in. Carney again wore the turban recentky. That should never happen. What message are été sending to the world. That we do have our own identity anymore.The most surprising is thèse Sikh people have no shame in destroying our country, our history, its root, They are rewriting our history by saying they were hère in the 1900. Bullshit. We started to be Invaded little by little 20 years ago, As long as they can abuse the system, they will keep coming ans have bâbord here. It $$ yo gave baby here. It is so madening to see this.
Identity Attack0.38826546
Insult0.26957804
Profanity0.064458095
Threat0.025961896
Severe Toxicity0.020644438
Moderate 0.3389984 Moderate Con 0.423
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
I am Native American. At college, I took a welding course just to break the monotony of classes as I was raised using my hands. This immigrant male, asked the rest of the class "why …
I am Native American. At college, I took a welding course just to break the monotony of classes as I was raised using my hands. This immigrant male, asked the rest of the class "why is she here?". I asked if he had a problem with me and he looked at the class to tell me not to speak to him. No one said a word but looked between us in silence. I asked him again, "do you have an issue with me being here?". Again he told the rest of the Caucasian men to tell me to stop speaking to him. I said if you have a problem with me, let's step outside and one of us will walk back in. You can't accept that a Native female is in this class, pack your family up and go home. Don't think of the state's because that's mine too. The teacher walked in and he could see and sense the tension in the room. He removed the immigrant and they went out of the room. A few minutes later the instructor came in and looked at me and said he'll be taking a class with no females. His country doesn't allow females an education yet alone a trade. You're welcome to stay. I have no intention to leave, was my comment back. I'm here to learn. Decades later, I'm driving home from northeastern Quebec and on the 401 is a gas/food stop. My child and I were passed by 4 luxury sports cars. They pulled into this stop and parked across all the handicapped parking spots. Bumper to bumper across the spots. We went in and met them as we came out and met a truck driver of the same nationality. He asked "how is Canada treating you?". They smiled and said "look", motioning to their silk suits. Another pointed to their cars. And another said "they treat us like kings'!". The fourth said "Canadians are easy to play! Cowards!!" A few days later, I'm at Walmart and present my tax exempt (we pay 5% tax) but the cashier looks at it and states "you all think your so special!!" Your paying the tax like everyone else! A customer behind me yelled for management loudly. When management showed, I didn't say a word because it was the customers behind and on the side of me with complaints of the rudeness of the cashier. She was removed and manager took over transactions. Not just mine but those after me. There was another incident with my child. An immigrant (can tell by the long tunic) was trying to lure my daughter away from me. I put her in a cart and requested help from a young employee who wanted me to write a book before calling security. Another employee came over and called security immediately. By the time they found the man, he had exited the store and got into a taxi. A few weeks later at an arena where youth hockey practice was taking place, the same scenario was happening. A man in a tunic was trying to lure children away and when caught, jumped into a taxi and left the scene. To attack an adult who can defend themselves is one thing but to go after children is another. I say stricter policy on crimes are needed.
Identity Attack0.27171627
Insult0.086852804
Profanity0.17148167
Threat0.025443908
Severe Toxicity0.012283325
Low Tox 0.24763705 Constructive 0.814 Personal_Narrative
Sep 8, 2025 Why Canadians Are Turning Against …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served them. So it was easy for them to immigrate and assimilate into your culture. Now you see many poor people also immigrating because immigration became more accessible, its just like the touchscreen phones, before only rich people had them, but later and now everyone has it. Plus your overly liberal and the stupid point system lets anyone enter the country if they meet a specific criteria, they barely check their english, background, crime record, etc. Also, living in India is a survival, or a nightmare for short. Especially for the poor people in the up north, and so they go to these shady agents who claim that they can send him or her to Canada, UK, Australia where ever they want in exchange for some money. Sometimes these agents turnout to be scams and sometimes not, then these students apply to some fake university that has no campus in Canada and select a course thats easy. Then once approved they come to canada, don’t go to university and make some other indian friends who say they have contacts with some job providers and through that the students get their jobs at the fast food joints and shopping malls. The mindset with which these students come to Canada is that I want to get a simple job as soon as I land in Canada and through that job I can get a PR. They never go to assimilate or discover the culture, they come because the country looks nice, has resources, and will provide them with a good salary so that they send some money back home to their parents as compared to low paying jobs in India, which too are super competitive. They still like the indian way of life, the culture, the food, the attire, just not in India. Thats why you’ll never see these students eating at anything other than a Indian Punjabi Restaurant or a fast food joint, they will never make white friends, they will never try to change the way they speak and look at Canadians, they will never try to change their driving habits. In conclusion, more poor people and students migrating, paired with their mindset of “I want everything to be Indian just not in India but in a place that looks better” paired with their low interest in actually learning and working better jobs is what makes them a bad immigrant group. But thats not to say that all are like that its only some and mostly Punjabis/ other North Indians that have this mindset. The reason why the Indian group in USA is much better and successful is because they are mostly of south indian descent. Those people are far more educated, actually respect the law of the land. And fun fact: The stereotypical Indian Accent originated from USA mainly and reason why many indians say that they don’t speak in that accent is because that particular stereotypical accent is present in Indian people who come from the states of Andra Pradesh and Telegana, which is is where most of the Indians in USA are actually from. Sorry for the long ass comment and some writing mishaps, I really lose my writing quality when I’m writing long comments.
Identity Attack0.14875233
Insult0.083112895
Profanity0.041912504
Threat0.008129764
Severe Toxicity0.005607605
Low Tox 0.19893374 Constructive 0.608 Policy_Critique
Dec 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As a Canadian, I work in healthcare in the disability sector, and I am extremely frustrated with what I am seeing the Indian population taking over the sector. There are ongoing issues with Indians who …
As a Canadian, I work in healthcare in the disability sector, and I am extremely frustrated with what I am seeing the Indian population taking over the sector. There are ongoing issues with Indians who cannot communicate clearly in English with clients. This has resulted in serious confusion and, on several occasions, situations escalating into violence. Clear communication is essential in healthcare, and this failure puts vulnerable clients at risk. Clients are not being provided with proper meals that meet their dietary needs. Instead, food is often prepared without consideration for the client’s usual diet, which has caused clients to become physically ill. On top of that, basic food safety practices are not being followed at all. To make matters worse, the company does not provide proper foodsafe training, despite it being a legal requirement. There are also major professionalism issues. Some Indians arrive late to work—sometimes by hours—and give excuses with no consequences. I have documented these incidents and reported them to upper management, yet nothing is done. During shifts, 90 percent of Indian staff sit in the office for long periods, leaving clients unattended except for basic cooking. This can go on for days until white staff are scheduled. One incident that really stood out involved a client returning from a doctor’s appointment. When I asked how it went, I was told the client “had something on his head” and needed to use a cream. When I asked what the condition was or whether it was contagious, the Indian staff member did not know what the word contagious meant let me remind you I work in health care. I later learned from the client’s mother that it was a fungal infection information that should have been clearly communicated immediately for everyone’s safety. I am exhausted by the lack of standards, accountability, and training in this workplace. If you are going to work in healthcare in Canada, you must be able to communicate effectively, follow food safety laws, show up on time, and provide proper care. Lowering standards for the Indian population puts vulnerable people at risk, and management allowing this is unacceptable. If your coming to Canada follow are values and beliefs are stay in India.
Identity Attack0.17303948
Insult0.061276767
Profanity0.017845914
Threat0.009592636
Severe Toxicity0.0046920776
Low Tox 0.15766735 Constructive 0.81 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Thank you for showcasing this city. Brampton has long been the armpit of Peel Region, and the cause of many of the rest of our issues. The new entitled migrants that come here spill out …
Thank you for showcasing this city. Brampton has long been the armpit of Peel Region, and the cause of many of the rest of our issues. The new entitled migrants that come here spill out into other areas of the GTA (Greater Toronto Area) spreading the crime and loitering, and essentially "taking over" certain places and causing massive issues. Our Car insurance rates in Peel are insanely high, primarily because of Brampton also being a part of Peel, and the high accident and theft rates coming out of that city. We have a massive issue here in Canada with unchecked mass immigration, and we don't see do be doing anything about removing the people who have overstayed their welcome, aswell as an issue with letting the new population move only to the same already developed places, overpopulating those areas that never had the infrastructure to support those numbers of people. Especially the households that are housing more families than just their own, the people who arent citizens that are clogging up our healthcare systems, all the jobs taken up by the Temporary Foreign Worker Program, the lack of openings in universities and colleges because of international students. Its unbelievable how much they take advantage of the system.
Identity Attack0.06658725
Insult0.06921569
Profanity0.015967157
Threat0.008440462
Severe Toxicity0.004005432
Low Tox 0.15213956 Constructive 0.789 Policy_Critique
Sep 23, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open …
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open minded, living and letting live, freedom, being tolerant etc. These are the best ideas or culture that if held long enough by the majority of the people will turn that place into a great civilization indeed. Every great civilization of history was built through this culture in history. persian empire, macedonian empire, roman empire, british empire and now the united states etc... were/are all very diverse and very tolerant of indians and their ideas... cultural exchange of ideas through indians and receiving diverse viewpoints which helped them become great. However great empires, great places and civilizations never last. They fall down. They fall down once the culture changes. which is natural since culture is not static but dynamic, since it exists only in the minds of people, it can change in the same generation, or in the next - all it takes is replacing existing ideas with other ideas in the minds of people large enough. This is what we are seeing happening in canada and India... a shift of culture. The same culture of responsible for turning India into a terrible country is being adopted by canadians. Meanwhile for the past few decades.. india on the other hand has been adopting the better culture and growing slowly and steadily with many mistakes and hurdles along the way towards a brighter future... slowly because its huge... steadily because it knows where to go.... mistakes and hurdles because its an open democracy... If this cultural shift keeps continuing this way... There will come a time where canada would look more like afghanistan and India will look like the us or scandinavia... However i hope thats not the case. and its just a phase that does not lead to some significant revolution in terms of peoples thinking.
Identity Attack0.07425626
Insult0.025413504
Profanity0.027273865
Threat0.00780612
Severe Toxicity0.0037574768
Low Tox 0.10956833 Constructive 0.639 Moral_Argument
Feb 26, 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.