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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: "My Doctor was Indian she …" 34 comments · Page 2 of 2
I’m gonna comment here with a lil rant and I’m Indian woman, and I know my comment here would probably invite a lot of racist remarks . I am working very hard in my country …
I’m gonna comment here with a lil rant and I’m Indian woman, and I know my comment here would probably invite a lot of racist remarks . I am working very hard in my country to be a doctor and I wanna leave my country (because no opportunities ) and move to a better and a safer country where I’m respected as a woman , which my country fails to . Now , I have to give a lot of exams and fill up a lot of visa requirements to be in any better country and I’m absolutely fine with it . But I’m not fine with the fact that countries like Canada , Australia , uk etc are immigrating people from India who are not educated , don’t wanna assimilate, with very eased up visa requirements, easy pr facilities because these countries want cheap labor and when these bottom of barrel uneducated folks move to another country they do shady businesses , start making huge communities of similar people having similar views and this leads to chaos and a backlash , racism on a particular ethnicity, stereotypes and so and so . I’m not saying my people aren’t flawed , they are but why the government is so easy in immigrating uneducated uncouth people from 3rd world countries where even these people wouldn’t be hired in some great companies or give anything great to build a valuable society , why people who are talented and literally would assimilate, has respect , is educated literally would bring a change for better is sidelined or toughened up their immigration process ? I might come off as very rude and jealous by my comment and actually im kinda jealous but I really wanna know and I observed this pattern a lot . All educated people wanting to move out are struggling while these kinda are just migrating so so easily and most even have permanent residencies WHAT ???
Identity Attack0.17614605
Insult0.076185785
Profanity0.13256322
Threat0.013579931
Severe Toxicity0.012283325
Low Tox 0.22980402 Constructive 0.778 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian that frequents Tim Hortons, the only time I had difficulty with East Indians is language barrier. Had to explain to a lady on a phone what dog dandruff was, when I was …
As a Canadian that frequents Tim Hortons, the only time I had difficulty with East Indians is language barrier. Had to explain to a lady on a phone what dog dandruff was, when I was booking a doctor appointment.
Identity Attack0.11860296
Insult0.13064787
Profanity0.02795705
Threat0.0066086366
Severe Toxicity0.004749298
Low Tox 0.22311419 Constructive 0.725
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
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...
I have only one question.. why is the government allowing them into the country ? What is the reason and who is it benefiting??? As I commented before , my parents came to Canada in …
I have only one question.. why is the government allowing them into the country ? What is the reason and who is it benefiting??? As I commented before , my parents came to Canada in 1966 I was just a baby , Canada had endless jobs in manufacturing, and especially in the construction sector , I will say that immigrants back then , Italians , and Portuguese really built this country , the men and women worked sometimes two jobs , no hand out from the government , no sick days , Canada was beautiful growing up , .. that’s how I remember it , other immigrants followed , from Poland , and then the Indians started to come in by the 80”s .. fast forward to now , I’m embarrassed of our country , it’s disgraceful and disgusting, the transition from back then to now , I feel like I’m living in India , dirty , scammers , gangs , thief’s , murders , ignorant , entitlement; disrespectful etc .. facts , one thing that I can’t wrap my head around is the language barrier , why are these people working in customer service ? Why are they dealing with the public ??? Why are they in the health care industry, nurses , doctors etc , when they can’t speak the language???? Why are they accepted in these highly skilled positions? Just because you have the skill ? Isn’t knowing the language and being able to communicate a requirement regardless what job you have ? Why is the government allowing them in this country and then paying for them to have all these resources available to them ? Why ?? We need to start helping the people that have contributed to this country , that paid taxes and their dues FIRST … we do not have enough affordable housing , jobs , hospitals ,etc .Canada has falling , they are a financial strain on this country , it needs to STOP.. this isn’t the 60”s anymore Canada is to the max , no opportunity here anymore , send them back !
Identity Attack0.06249457
Insult0.05964688
Profanity0.018324144
Threat0.0072106146
Severe Toxicity0.0032043457
Low Tox 0.12260055 Constructive 0.724
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
Where I'm from, we have a decent size Indian population. But we get a lot of the tech guys or doctors and stuff. They're nice for the most part, but some act like they're better …
Where I'm from, we have a decent size Indian population. But we get a lot of the tech guys or doctors and stuff. They're nice for the most part, but some act like they're better than everybody. I think it's possibly remnants of living with a caste system, even though it was supposedly banned I think it's still a big part of their culture.
Identity Attack0.10815793
Insult0.030595649
Profanity0.050429728
Threat0.009307829
Severe Toxicity0.0045204163
Low Tox 0.11336674 Constructive 0.67 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Ah yes, the Indian engineers and doctors.😊
Ah yes, the Indian engineers and doctors.😊
Identity Attack0.10221587
Insult0.026444806
Profanity0.01887069
Threat0.007754337
Severe Toxicity0.004005432
Low Tox 0.11098998 Low Con 0.264
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
I worked for an Indian couple and they would drive to the other side of town to visit other Indian stores, pharmacies, doctors, restaurants. When it became obvious why they did it… I stopped working …
I worked for an Indian couple and they would drive to the other side of town to visit other Indian stores, pharmacies, doctors, restaurants. When it became obvious why they did it… I stopped working for them.
Identity Attack0.10221587
Insult0.024124376
Profanity0.017504321
Threat0.007340072
Severe Toxicity0.002193451
Low Tox 0.104361884 Moderate Con 0.491 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what …
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what he was doing teaching at a community college, I'm not sure). He immigrated from India sometime in the 70's, I think, and sometimes told us stories about how he'd never seen electricity until he was well into adulthood. This was at the early stages of Indian mass immigration to the province, but the international students were already becoming a known problem in the school. They never spoke to anyone else, hung out in big groups together on campus, I swear most of them couldn't even speak English. They constantly cheated on everything and shared answers, I heard like 7 of them got failed for submitting identical lab reports one time. Most people knew they were a problem, but no one was comfortable saying anything. Except the Indian professor. He would publicly call them out for shit in class, berate them, shit talk them openly to other students. I've literally never seen anyone more angry about those Indian students than that Indian professor. It's not hard to see why, he busted his ass to immigrate to Canada, get work and get into a good university. He completed a doctorate, for Christ's sake. He didn't see a street light until he was 25, and worked his way to the bleeding edge of digital science. Now there's a bunch of lazy assholes invited in by the government brazenly trying to cheat their way to a degree in his goddamn class. I'd crash out too.
Identity Attack0.04796442
Insult0.025800243
Profanity0.018597418
Threat0.007793174
Severe Toxicity0.002193451
Low Tox 0.06579731 Constructive 0.707 Personal_Narrative
Feb 3, 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.