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: "Everything your speaking about how …" 35 comments · Page 2 of 2
Oh man, why wasn't I in that video? The thing is, when you bring up people who faced discrimination and serious problems in their home countries—like not having access to a decent standard of living, …
Oh man, why wasn't I in that video? The thing is, when you bring up people who faced discrimination and serious problems in their home countries—like not having access to a decent standard of living, proper culture, or good education—it makes everything so much harder for them when they arrive in a new country too.I also want to talk about jobs in Canada, bruh. All the industries seem dominated by specific ethnic groups that have basically taken them over. For example, in construction, you mostly see Spanish or Portuguese crews who only speak their own language on the job. And Indians—they've pretty much taken over all the Walmarts and fast-food chains in Canada.They should've kept Canada truly multicultural instead of letting it turn into this. And don't even get me started on the nepotism in the job market lol. You cant even make a gues how hard was for me to find a roofing company that speaks english in their crews lol.
Identity Attack0.06294931
Insult0.045593183
Profanity0.035399333
Threat0.007754337
Severe Toxicity0.0038719177
Low Tox 0.121732734 Constructive 0.756
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian born citizen and somebody who lives only about 30 minutes from Brampton I can truly say that no Canadian is racist we're not anti-immigration anti-immigration that's not what this is the issue …
As a Canadian born citizen and somebody who lives only about 30 minutes from Brampton I can truly say that no Canadian is racist we're not anti-immigration anti-immigration that's not what this is the issue that Canadians currently have is that the people who come here from other countries don't adapt to our way of life and learn our culture and our values and that doesn't mean that you have to stop practicing your values or your religion all Canadians are asking for is respect for how we live in this country end the other biggest thing to that is to me extremely disrespectful if you've been here for more than three years you should be able to speak English like a Canadian and everything should be able to understand you and if you can't do that then that is just flat out disrespectful and rude because if I came to your country and after 3 years I still didn't speak your language or spoke it very poorly you would think the same thing you'd find it extremely rude so do any immigrants reading this understand we have no issue with you guys being here just adopt to our way of life our way of life and learn how to speak English
Identity Attack0.10221587
Insult0.0573046
Profanity0.021535112
Threat0.007793174
Severe Toxicity0.004386902
Low Tox 0.11912931 Constructive 0.812 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm Canadian. I've spend my entire adult life involved with everything immigration. I have no problem with immigration which to me is people moving. It offers great people and great things. I have a problem …
I'm Canadian. I've spend my entire adult life involved with everything immigration. I have no problem with immigration which to me is people moving. It offers great people and great things. I have a problem with women and children abused, in violence and almost killed and our resources which are suppose to help protect the men coming here doing this because as immigrants they have value and so support anything they do to innocent people here because they have more worth as human beings than people born, raised and who lived here all their lives. Two lives viciously destroyed to protect someone sick with hate who is chronic woman hater and abuser but he must be respected for it. As someone immersed all their life in "culture" domestic violence is not culture as in immigration it's abuse and a crisis brought here and then force by law respect for it when it is already here bc it is a planet problem. For people without a lifetime of knowledge you would be shocked if knew what people think and say about us living here and what they believe from complete ignorance. It is a belief everything is owed to make lives bigger and better for them above everyone else bc they suffered somewhere else but the assumption is every person in Canada had the opportunity born here that all people should be rich and if anyone is under that standard they deserve nothing and it should be given to everyone coming in. It is understood in some groups the purpose and wants of Canadian women is providing free services to immigrant men because this is how all Canadian women chose to live as women. The expectation of women is back to the stone age to obey, speak when given permission and respect abuse. Our authorities now back that up. Don't believe me you can see evidence. We are being forced by law to change. How many persons with criminal records are here in past decade was that recent news report? There's good and bad but if you don't respect the bad then see what happens to you because suddenly you will the bad one as a Canadian so be prepared to respect and appreciate everything you spent a lifetime believing you didn't have to. Some people could write an encyclopedia of wild and bizarre things and opinions and expectations of the views others have of life here and it would make most here all their lives want to flee and leave. There are two opposite meanings of what respect is. It amounts to respect them and everything bad and disrespectful to us or we have no respect any other names. This includes not one specific culture but numerous ones and I am referring to a different one than referenced in this video. Respect divided into two opposite meanings, ignorance, lack of care, abuse, hate and so many things which our government is permitting to happen and people are losing their physical lives and becoming physically and mentally ill and it is directly related to destroying Canadians living here, killing them to force a message of change of respects and persons need to die to force it.
Identity Attack0.07673789
Insult0.03599453
Profanity0.028230323
Threat0.045895394
Severe Toxicity0.00579834
Low Tox 0.115658075 Constructive 0.83
Aug 28, 2025 Why Canadians Are Turning Against …
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who …
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who can truly contribute to this country. I am an IT student, and I worked hard to clear $120K in debt through Scotiabank. I could have taken a loan in my home country, but I chose to work here because Canada gave me everything my own country could not. I am deeply grateful for that. But when I see people from my own community walking around in flip-flops, unable to speak even one word of English, it breaks me inside. My city—Brampton—has been completely taken over, and it’s becoming harder to even drive there now. I believe Canada needs to come together and put an end to this. Enough is enough. Immigration should be about quality, not quantity.
Identity Attack0.08583717
Insult0.03710241
Profanity0.022013342
Threat0.008039144
Severe Toxicity0.0037002563
Low Tox 0.11305673 Constructive 0.764 Personal_Narrative
Sep 30, 2025 173 likes IRCC Names India in Study …
Hi from Indiana. I’m not familiar with life in Canada and I’m shocked to watch what is going on right now in your video. Maybe it’s not too late if your government can figure out …
Hi from Indiana. I’m not familiar with life in Canada and I’m shocked to watch what is going on right now in your video. Maybe it’s not too late if your government can figure out to modify some of the immigration laws that will give back the power, the benefit, and advantage to a natural born Canadian. 800 thousand foreigners coming in in the last three months? What’s with that? That’s so shocking. Looks like a legalized invasion/occupation. I’m like you, I was a legal immigrant from Asia in the late 70s retired now and love my great state of Indiana. My family has been here for almost 50 years fully acculturated to the values and culture of American life with my husband and two grown boys. This is my adopted beloved country now. I am everything that it is about. I still know how to speak my birth language only when I go home for vacation. I don’t use it even to speak to a fellow Asian when I see that an English speaking native born American is within ear’s reach. That young lady might be dead with brain tumor before she gets her MRI. That’s unacceptable. Here you go to the ER and if you need an MRI you get admitted and most like have it the next day. Or Y
Identity Attack0.06294931
Insult0.035443626
Profanity0.01982715
Threat0.0074436385
Severe Toxicity0.0029945374
Low Tox 0.11192002 Constructive 0.824
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I feel very sad because, in the end, all immigrants end up paying the price for the bad attitudes of a few. I speak especially from the perspective of Latin American immigrants: we are not …
I feel very sad because, in the end, all immigrants end up paying the price for the bad attitudes of a few. I speak especially from the perspective of Latin American immigrants: we are not the majority in Canada, but we come with the intention of adapting, of including ourselves in the local culture, and of contributing the best we can. Our culture is not so distant — we share religion, family values, and lifestyle — and we arrive with the willingness to integrate, not to impose. Even so, for us the path is extremely difficult: getting permanent residency and, eventually, citizenship is a long, expensive, and complicated process. And we do it, we comply with the rules, we respect, we pay everything. What hurts is seeing that some other groups arrive with a different attitude: instead of integrating, they want to impose their culture, their religion, even their body odors, and if you make a face or express discomfort, they immediately take it as “discrimination.” It is not fair that, for example, my child should stop bringing meat in his lunch just because another child bullies him saying he is “a filthy sinner.” Inclusion should be mutual, an effort on both sides, not a one-sided demand.
Identity Attack0.07425626
Insult0.031917825
Profanity0.015659723
Threat0.007145886
Severe Toxicity0.002155304
Low Tox 0.10696511 Constructive 0.79
Aug 28, 2025 8 likes Why Canadians Are Turning Against …
I'm a born and raised Canadian, as well as my husband. Even before our country was completely taken over, employment was hard to come by because of the fw's. 8 years ago, my husband had …
I'm a born and raised Canadian, as well as my husband. Even before our country was completely taken over, employment was hard to come by because of the fw's. 8 years ago, my husband had enough with trying to find a job, he stopped counting at over 450 resumes that were ignored, so he decided that we should start our own company, a small delivery company that 2 years later, we added a safe ride service to (driving drunk people home in their own vehicle). I was the manager of a little pizza place, which was run by immigrants, but good ones. I was hired because my husband approached them about doing deliveries, and they wanted to meet me. I had no idea I was going for an interview but they begged me to work for them, their reason; although they could speak English, they weren't fluent in it, so they wanted an English speaking employee who could easily understand the customer's. Within days, I was promoted to manager, and I loved my job and all of them. They treated everyone with such kindness and generosity. I found out just how much support they got from our government, when I broke down one day because I couldn't afford my prescription. My boss was so confused because he and his family got free prescriptions, dental, eye care, etc and they thought everyone got that. My boss paid for my prescription and actually apologized to me for how our own government treated us. He also showed me that they get $2,500 every 2 weeks, funding to start or buy businesses, but if they don't hire other fw's or immigrants, that funding changes to a grant and they have to pay it back. They are given money for housing, and vehicles. He was pushed out of that business by his 2 partners, and the partner's promised him I would keep my job. That was a complete lie. They stopped putting me on the schedule, claiming financial problems (bs), but hired not one but two new full time immigrant employees. I lost it and quit. Our town isn't that big, and word spread fast, especially when everyone found out that I was still owed over $2,000, which I will never see because no government agency will help me. Their business is actually struggling now and I love that for them. As for my husband and I's business, it's going strong but I came unglued when we recieved a letter from the government "suggesting" that we hire immigrants. I wrote back, telling them in no uncertain terms would that ever happen, and it will be a cold day in hell when one of us steps back so one of the government's favored people can take that money from us because we are the only 2 employees and we're not sacrificing a damn thing for someone who already gets everything.
Identity Attack0.015355183
Insult0.034341812
Profanity0.01893901
Threat0.007353018
Severe Toxicity0.002193451
Low Tox 0.07687678 Constructive 0.825
Sep 2, 2025 Why Canadians Are Turning Against …
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...
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I don't even know if there is an office or representative in Ontario right now! I wish! Their policies (on paper) seem great, and geared more towards a 'Canada first'/'Canadians First' approach. They touch on a lot of topics and there seem to be a lot of things they want to change! But a government is still a government, they will be motivated by money regardless of any good intentions they may have. So if and when things change, WE NEED TO HOLD THEM ACCOUNTABLE! We as the citizens have the power to change things for the better! It's just unfortunate that I see so many people getting pushed down or ignored or hated because they are speaking their mind. Remember, Canada dosen't have laws like the US, our freedoms aren't as protected nor do we have the same freedoms they do (like owning and protecting your own property, or self defense!) We as people need to start being honest and expressing things instead of being terrified of the backlash (of which there will be in these times). The only way we can make progress is by deciding to get out of our comfort zones and standing for what is right! For the freedoms and protections we deserve! To make a future worth living for us and our children! It will not be easy, but when is change ever easy? I hope that one day I won't be terrified of the thought of bringing a life into this world and country. I hope I can be stable enough to be able to give my future children a decent life. But right now? I would never want to have children, things are too unstable and I don't want to bring a child into this country and force them to live a terrible life they never asked for! I desperately want to be able to keep hoping for a better future, a better country, and people who can enjoy their lives instead of constantly worrying and stressing about everything. I hope some can consider looking into the Libertarian party as well! They may be small right now, but they seem to be wanting to right the wrongs that have occured.
Identity Attack0.011247349
Insult0.022448512
Profanity0.015932998
Threat0.00704232
Severe Toxicity0.0015640259
Low Tox 0.045378547 Constructive 0.875 Call_To_Action
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has run out, and during this stressful time, I have only had 4 actual interviews with real human beings. I am also a caregiver for both of my parents, and working remotely has been my profession for the last 7 years. Remote work allows me to both care for them and bring in a full-time income. Despite having 30 years of customer service experience, I find myself being overlooked. Many companies now use AI to prescreen resumes, so if your resume isn’t ATS-friendly, it often never gets seen by a human. Even if you make it past that stage, there are endless AI-driven assessments before you even have a chance to speak with someone. And when you finally do, it’s often yet another layer of screening rather than a real interview. I know I bring value — I consistently receive compliments from customers across cultures for speaking clearly, precisely, and making their experience enjoyable. Yet I find myself competing with younger candidates who can work longer hours, or new immigrants that companies often prioritize, sometimes with government incentives. At 55, I feel like I’m being overlooked despite my proven skills and professionalism. Right now, I live with my retired parents and should be caring for them. Instead, my father is helping me pay my bills so I don’t ruin the credit I worked so hard to build. If I don’t secure a job soon, I fear I’ll lose everything else I’ve managed to hold onto. The stress is overwhelming — I cry daily, and on top of everything, I also face health issues of my own, but I have no space to focus on them because survival takes priority. Canada today feels very different from the country I grew up in. Since the pandemic, things have become harder in every way — jobs, housing, and simply living. Even if I manage to secure work, rent alone now takes up nearly 75% of what I’d earn, not even including other basic bills. It’s disheartening to feel like no matter how hard I push, I can’t get ahead.
Identity Attack0.006474625
Insult0.015796926
Profanity0.014293353
Threat0.0064079775
Severe Toxicity0.0012207031
Low Tox 0.027560094 Constructive 0.813 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …

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.