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: "Stop letting people in then …" 36 comments · Page 2 of 2
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
Stop letting people in then you won't need to spend money to deport them!
Stop letting people in then you won't need to spend money to deport them!
Identity Attack0.099072486
Insult0.03412145
Profanity0.014771583
Threat0.012647836
Severe Toxicity0.0040626526
Low Tox 0.16851899 Low Con 0.162 Policy_Critique
Jan 20, 2026 Deportations From Canada at Their …
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over …
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over other cities its when it became a little too much and started to take over canadian culture. I had a friend visit from the u.s for the very first time, and we did some sight seeing, you know going to places around ontario that tourists would check out, went to niagra falls for the first time in maybe 10 years man it changed. It was 90% Indian people. She noticed it right away but didnt say anything, i said a lot of indians huh? and she said yeah didnt think canada was like this. When you think Canada its always been mulicultural, you just think of all ethnicities and people of different cultures but at the end of the day everyone was Canadian and they assimilated. Now you dont think of a multicultural country you think of an indian country thats changing the canadian culture and way of life and not in a good way. Identity is being taken away and it needs to stop. Canada needs to take notes from Poland before its too late. Poland closed their doors and guess what? economy went up, crime rate went down, people are happier. Canada opened the doors, crime rate shot up, economy crashing, more homelessness then ever and so on. Not saying its specifically Indian people, its the amount coming in and how they adopt canadian culture but instead bring their culture and trye changing the country to fit them rather then fitting in with an already established country and culture.
Identity Attack0.06567776
Insult0.07935401
Profanity0.026590679
Threat0.007353018
Severe Toxicity0.004005432
Low Tox 0.15987846 Constructive 0.758
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
My family of 16 moved to Canada from Holland in 1952. My wife’s family moved from France in 16th century. Canada has always been a land of immigrants. Where we lived in East Vancouver were …
My family of 16 moved to Canada from Holland in 1952. My wife’s family moved from France in 16th century. Canada has always been a land of immigrants. Where we lived in East Vancouver were were surrounded by Italians. Richmond was nothing years ago and now is mostly Chinese and Asian. Foreigners are energetic and have cultural roots they are proud of why shouldn’t they. The First Nations people here were exploited in every way by the English and French followed by every other European country. So the video focuses on Indian immigrants slanted with negative biases. India is a very diverse and historically one of the most accepting of foreigners in the world exploited terribly by the British and their hero Churchill who let millions of Indians starve by robbing them. Does anyone interviewed in this video know any history. Please stop belly aching.
Identity Attack0.11163961
Insult0.06529768
Profanity0.021466793
Threat0.008841781
Severe Toxicity0.004386902
Low Tox 0.15711457 Constructive 0.806
Oct 29, 2025 Inside Canada's Indian Metropolis (Brampton)
I remember when my family immigrated here over 15+ years ago and my brother was only 1 years old. 2 weeks after coming here he slipped on the floor and cut open his forehead on …
I remember when my family immigrated here over 15+ years ago and my brother was only 1 years old. 2 weeks after coming here he slipped on the floor and cut open his forehead on the hinges of our door and he was bleeding everywhere (he later had to get 6 stitches to fix it), my father was out working and we didn't know how to contact the police or hospital because we didn't have a home phone yet. We used our neighbors and the ambulance came and I strictly remember that because we didn't have our health cards yet they wouldn't start work even though my father said he will pay when he gets there. I remember my mother and I feeling helpless while my 1 year old brother was bleeding out (the hospital staff tried to stop the bleeding with cotton ball and bandage) and I distinctly remember that they did not start helping my brother even WHILE my father was paying but only started work after the bill was completed. Even though my family felt helpless at that time and we felt it was unfair, we never blamed Canada because it was their policy and they have every right to follow protocols. So it makes me angry to see people who walked into our country illegally getting far better treatment than my family ever got even though it might not be anything as life threatening as ours was. It makes me angry that our hard earned tax dollars are used to help people who have no motivation to help the country that gave them asylum during war.. It's actually the opposite as a lot of these families call their free housing "disgusting" and compare it to "living like a slave". I'm angry because little girls at my brothers own school are getting shoved and assaulted by refugee boys as young as 6-7 and are let off with a simple "don't do that again" and a meeting with the parents. This is not the Canada my family came to love and call home so I can't imagine the hardships of Canadians who are living here for 3, 4, 5+ generations 😔😔
Identity Attack0.046159767
Insult0.04910661
Profanity0.08193458
Threat0.063029334
Severe Toxicity0.00793457
Low Tox 0.15490346 Constructive 0.87
Feb 12, 2019 15 likes How much do refugees and …
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal …
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal immigrant who migrated here with a nuclear family only on merit, I believe I earn the privilege to voice my thoughts here. First of all, rather than blaming the hoards of Indian immigrants, why don't anyone ask questions to the people who allowed it? Why not ask the politicians who vetoed it? Why not ask the police who is not able to stop reckless drivers? Why not ask the minister's who allow hospitals to run under staffed? USA has a massive Indian diaspora. But they are mostly IT workers and CEOs and Doctors. So who was at mistake of bringing illiterate, uncouth Indians to Canada? After earning all the required merit, and paying as much taxes from my family that is equivalent to minimum wages of at least 4 people, it hurts me to see undeserving people taking benefits of the system, while we get the short end. No one seemed too concerned when Indian students brought in so much money and revived some dead economies. No one blamed thousands of Punjabi businesses bringing in dollars into the economy. India, with its 150 billion people has s#!to eaters and people who can buy out Canada. You only see the bad. Press the government to bring in good people. Doctors, engineers, lawyers, scientists, business people, who will add value to the country and generate you jobs and salaries and grow this country. Not cooks and drivers only. Khalistan and Pro-BJP factions are both bad outside India. They all should go back and let the peace loving Indians and Canadians live here in peace. I don't hate anyone, but just the people who make my home country and me look bad. We ain't that bad after all.
Identity Attack0.105836816
Insult0.05262003
Profanity0.016172111
Threat0.007909686
Severe Toxicity0.0029945374
Low Tox 0.15158679 Constructive 0.821 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Stop letting people bring their whole family 😂
Stop letting people bring their whole family 😂
Identity Attack0.01374736
Insult0.024382202
Profanity0.028913507
Threat0.010887212
Severe Toxicity0.004196167
Low Tox 0.1140901 Low Con 0.241 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Accountability should fall on the Government of Canada. They stopped screening properly. There used to be a point system that determined who could immigrate, and it actually worked. I’m of Pakistani descent, born and raised …
Accountability should fall on the Government of Canada. They stopped screening properly. There used to be a point system that determined who could immigrate, and it actually worked. I’m of Pakistani descent, born and raised here, and when I’m in Brampton and walk into a Circle K, people start speaking to me in Hindi or Punjabi right away — it’s a trip. At the same time, I’m not saying everyone coming is bad. A lot of international students and new immigrants are hardworking people who want to build a better life. But plenty are also gaming the system. The real issue is that Canada messed up by letting in too many at once, with no structure to help them assimilate. When there’s no integration, no surprise people just act like they’re back home.
Identity Attack0.037909906
Insult0.02618698
Profanity0.015693882
Threat0.007301235
Severe Toxicity0.0018024445
Low Tox 0.067380086 Constructive 0.77 Policy_Critique
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if …
I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if something breaks or needs replacing, etc. Can't even save and put money away. I sat down and balanced my budget, looking at what I could keep or toss. Figured out what to do for cheapening food costs as much as I could (without doing food bank), and the most I can afford for rent is $700 a month. That's basically a room in someone's house. That's it. As an Adult, I'm disgusted it's come to this. But what angers me MOST of all, is the Landlord's I gotta argue with. Surrey, BC used to be the cheap end of Vancouver. The welfare type housing, and low-income area. Then we had this huge book of Middle Eastern people come flying in at top speed, steam roll the community and make it theirs. They bought up all the cheap housing, ripped it down even though it was not that bad of a house, then built these custom 5-6 room mini mansions. The standards for the area skyrocketed, and the cost of their mortgage is likely also sky high because of what they built... So what do they do? Rent the rooms, force people 2 to a room with no privacy, and if you WANT a private room? Nearly $1000. Oh... And let's not forget the discrimination issues. If you're not going to temple or Gudwara, forget it. If you aren't pure vegetarian, forget it. And because all the other renters are "brown" and under 30yrs old, Adults are considered unwelcome. If you have a disability and don't work, you're automatically labelled a drug user (which isn't always truth). Even if you offer proof of income, and resources or phone numbers to call, they won't bother. Too much work. This sh*t needs to stop. I look in other cities near by, and it's happening in ALL OF THEM. I cant even relocate to get away from this crap. I'm done. I have no car to live out of, so that's not an option. I'm not a drug user, never will be but and all the shelters are now "low barrier". Screw that. So now what? Go back to work with a broken lower back?? Desk job search when I should be recovering and resting? Like, the suggestions are welcome, but be realistic. I'm in constant pain on heavy duty drugs to get by right now. No spouce. No parents or friends to leech off of. I feel utterly abandoned by our government.
Identity Attack0.004180758
Insult0.029714199
Profanity0.024951037
Threat0.006763986
Severe Toxicity0.0019836426
Low Tox 0.06579731 Constructive 0.775 Personal_Narrative
Aug 25, 2025 10 likes Why Canadians Are Turning Against …
People need to accept the truth. Canada was doing well until it stopped being European only. Europeans of all cultures built successful, clean stable advanced nations. We then let in the rest and the country …
People need to accept the truth. Canada was doing well until it stopped being European only. Europeans of all cultures built successful, clean stable advanced nations. We then let in the rest and the country fell apart.
Identity Attack0.030433474
Insult0.018645585
Profanity0.010911589
Threat0.0066927844
Severe Toxicity0.0013446808
Low Tox 0.051810697 Moderate Con 0.409 Identity_Assertion
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
CANADA does NOT HAVE a 'Housing Crisis". The housing crisis is in Vancouver & Toronto, because we let ALL the immigrants move there. But there are a thousand small towns across the country that need …
CANADA does NOT HAVE a 'Housing Crisis". The housing crisis is in Vancouver & Toronto, because we let ALL the immigrants move there. But there are a thousand small towns across the country that need immigrants to stop from becoming ghost towns. The failure was in the Liberal Party deciding that getting the immigrant vote was how to win elections, so they let immigrants decide where to go, which didn't help the country. I should know.. I owned a 28-suite apt. block in Winnipeg (not even a small town!) and my property value dropped below the mortgage cost because more people were leaving Manitoba than entering at that time. I lost my block. Thanks, Liberal Party of Canada.
Identity Attack0.00016257107
Insult0.0002154967
Profanity0.000020543059
Threat0.000033083004
Severe Toxicity0.0000023985558
Low Tox 0.0006092379
Apr 23, 2025

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.