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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: "I have a hard time …" 91 comments · Page 4 of 4
Many new immigrants face difficulties in finding a job. They often have to go back to school at their own expense. They hope for job opportunities, only to discover in the end that it is …
Many new immigrants face difficulties in finding a job. They often have to go back to school at their own expense. They hope for job opportunities, only to discover in the end that it is hard to find work that matches their qualifications. This is the reality. Most immigrants end up doing physically demanding jobs, for low pay and often part-time, and this situation can last for years. Eventually, some start thinking about returning to their home country.This is what you need to know as a Canadian immigrant: this is the truth.
Identity Attack0.038683333
Insult0.023479814
Profanity0.012482914
Threat0.006641001
Severe Toxicity0.0016498566
Low Tox 0.063027434 Constructive 0.579 Personal_Narrative
Feb 6, 2026 1 likes Why Canada’s immigration system has …
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not …
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not “abusing the system.” this was the program for people that came here legally and are working. To qualify for the PEQ, they had to be working full time, they pay taxes, they speak the language. They’re fixing our roads, keeping hospitals running, welding, machining, doing the jobs most of us take for granted every single day. The hard truth is that Canadians have stopped having enough children, and we simply don’t have enough young people with the skills to fill these roles. Yes, we absolutely should invest more in education and trade programs for our youth — my employer clients are begging young people to become mechanics, welders, skilled workers, often in the regions. Most don’t take those jobs, and even when they do, training takes two to three years. Our industries need people now, or parts of the economy will stall, and that affects all of us as Quebecers and Canadians. These workers are not asking for charity. They are already on the front lines keeping key sectors alive. Ending programs like the PEQ doesn’t punish “illegals” or “free riders”; it punishes people who are already integrated, working, and contributing to the society we all share. Also, all they are asking is for the new rules to not be applied to them retroactively, only for those coming new into the country, otherwise it is rug pulling those already here that played by the rules, and when the government does it to us we don't like, on principle of fairness, whatever you think of the numbers, too high too low, doesn't matters, it is the least we can all get behind as humans.
Identity Attack0.008583503
Insult0.028281843
Profanity0.01893901
Threat0.007197669
Severe Toxicity0.0017166138
Low Tox 0.058737632 Constructive 0.841 Personal_Narrative
Nov 22, 2025 Quebec Ends Economic Immigration Program …
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people …
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people don't serve the Government nor any Corporation or Public/Private Partnership. This means that the Government doesn't prevent people from doing what they do and they don't use force to extort the fruit of everyone's labor to the point of enslavement. In 1896 and throughout my Grandfather's life from 1902 to 1976, one would do for themselves if they weren't working for someone else. In other words, you found something needed be done, something the community around you required or was lacking, you opened shop and got after it. You can't work today because you require licensing for everything, you require permission for everything, everything is regulated. People have it in their minds that it's so much better today then it was then, that it's "safer". But it's not, that's a lie. My family, although never wealthy, ate good food, always had a roof over their heads, plenty of family around and always had something to do or at least could always find something to work at. Most importantly, they always had hope because they had freedom. No one has any hope anymore and the people coming here aren't just bringing their culture to overtake our culture, they are coming with anger. With envy, resentment and malice. My family didn't come here with those things, they came to Canada with hope and determination to integrate and prosper with freedom. The other side of my family fled Bolshevism when they left Russia and came here and that side had the exact same hope in freedom to work hard and prosper. Now all generational wealth, freedom, prosperity and hope is all but completely stolen. We don't need more regulations. We don't need more benefits. We don't need more Government. We need less, we need it all to go away because I know for a fact, you give people the freedom to go about their lives, the society or community they form, always tends towards peaceful, prosperous organization. You give people the freedom to build and produce and they'll get after it immediately and that opens the door for all other manner of trades and skills that just fill any hole in a community or society. And that's a fact about the organizational tendencies of human beings. There's nothing stopping us from providing for ourselves but a cartel Government in the business of extortion and human enslavement. They foment chaos and division in order to justify the revoking of more freedoms to enslave more people. People themselves, they look to get along, get to work, raise families and, as best they can, enjoy life. Once we start expecting a Government to take care of us we've institutionalized prisoners who have lost all human dignity. When you "buy in" to all the rhetoric of so called autonomy, ask yourself, how autonomous are you without a family? Just because you're alone in a box in a city, stacked one on top of the other, weighted down by a landslide of rules, collecting benefits from the Government, doesn't make you autonomous. People say, "no one can afford a family". Yet those coming in have large families and they seem to be making out just fine. It's the brainwashing of our culture that set us up. Over time we've convinced the proper way to do things is everyone to grow up and go their own way, leaving each other relying on benefits from the government in old age or illness or whatever calamity might strike in life. There's always something that comes along. With family you have human resource, a plethora of skills and you have your "insurance", free of extortion. Everything that comes from a government is conditional and sooner or later their conditions rule over our condition, even though it's our labor that provides for them. The answer isn't more benefits, as I've said. The answer is simply less government, so we can all get to the business of providing for ourselves and helping our communities prosper. We need to do this with family because alone, we are all isolated and powerless. No one stands alone and a house divided cannot stand.
Identity Attack0.008768492
Insult0.027841117
Profanity0.016821137
Threat0.007249452
Severe Toxicity0.0016498566
Low Tox 0.057748068 Constructive 0.801
Aug 25, 2025 6 likes Why Canadians Are Turning Against …
My son is having a hard time finding a job. He is 22 and looking for anything. I told him to leave the country and come back and claim asylum. I am sure they would …
My son is having a hard time finding a job. He is 22 and looking for anything. I told him to leave the country and come back and claim asylum. I am sure they would not say anything because there are no checks and balances in our immigration system.
Identity Attack0.017766917
Insult0.012870909
Profanity0.012073003
Threat0.006699257
Severe Toxicity0.0010681152
Low Tox 0.03781283 Constructive 0.681 Personal_Narrative
Feb 26, 2026 6 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Our version of an open border. Little wonder Trump gives us a hard time.
Our version of an open border. Little wonder Trump gives us a hard time.
Identity Attack0.0043657473
Insult0.01632893
Profanity0.010347961
Threat0.0077802283
Severe Toxicity0.0010538101
Low Tox 0.037105743 Low Con 0.251 Comparative_Framing
Feb 27, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical …
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical engineer who worked in oil and gas for about 10 years in the Middle East. Once I landed in Canada, I went to work in Amazon Fullfillment Centre the week after I completed my quarantine. It was hard labor working for $16 per hour in Toronto. I worked for 10 months while working on my qualifications and engineering license. After that I was hired by an oil and gas contracting company and worked as a Trainee engineer after which I was promoted to Senior engineer in a year after I received my engineering license. I moved 4 cities in 4 years for my job. Now I am settled, own a home, got married to my long time girl friend and work at an Oil and Gas company which pays well. What I learnt through my experience is that Canada is a land of opportunities and people respect you for the work you do whatever it may be and do not judge you, all that we will have to do is work hard and improve on your skills. Integrate with the society, donate and volunteer. That’s how new immigrants can integrate. If you aren’t open minded and want to stay as you stayed in your country then you will not develop and it will hinder yours and the country’s progress.
Identity Attack0.011987305
Insult0.017292
Profanity0.018187506
Threat0.007029374
Severe Toxicity0.0017356873
Low Tox 0.037105743 Constructive 0.833 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
With the price of homes it was expected a long time ago that crime would explode. Even people with jobs are having a hard time to get a home. And the really good jobs like …
With the price of homes it was expected a long time ago that crime would explode. Even people with jobs are having a hard time to get a home. And the really good jobs like pilot, surgeon, long shoreman. Are really hard to get. Its no wonder crime is up. If the government doesnt address the price of homes or help make it easier to become a Surgeon so that we can be able to own a home. Crime will continue to tick upwards pretty sure. 70s home in Vancouver 4 bedroom is 1.9 million unrenovated old carpet old fixtures etc on a tight lot can easily see into neighbors house since its so close.
Identity Attack0.0034962974
Insult0.017227544
Profanity0.012038844
Threat0.0071588317
Severe Toxicity0.0009965897
Low Tox 0.030506283 Constructive 0.654 Economic_Argument
Feb 25, 2026 Canadian immigration officers investigating hundreds …
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 …
Good step by government Canadians first great news for Canadian kids having hard time to find jobs
Good step by government Canadians first great news for Canadian kids having hard time to find jobs
Identity Attack0.008324518
Insult0.010552894
Profanity0.009459821
Threat0.006317357
Severe Toxicity0.0008392334
Low Tox 0.02072494 Moderate Con 0.464 Economic_Argument
Jan 11, 2026 Deportations From Canada at Their …
10:26 this guy is one of the good ones. Paid his dues, studied hard, working as a nurse in a time where they are incredibly needed. Kudos brother.
10:26 this guy is one of the good ones. Paid his dues, studied hard, working as a nurse in a time where they are incredibly needed. Kudos brother.
Identity Attack0.0054756827
Insult0.009545889
Profanity0.017436003
Threat0.008867673
Severe Toxicity0.0016403198
Low Tox 0.019980038 Constructive 0.726
Oct 12, 2025 105 likes Inside Canada's Indian Metropolis (Brampton)
I wish i had a fulltime job that pays me $21 an hour. Shes doing a lot better than most people for sure. Its not only the youth that arw having a hard time finding …
I wish i had a fulltime job that pays me $21 an hour. Shes doing a lot better than most people for sure. Its not only the youth that arw having a hard time finding work, its ALL ages. People get laid off then have these same issues
Identity Attack0.0027378413
Insult0.00971689
Profanity0.012961143
Threat0.0063367756
Severe Toxicity0.00067710876
Low Tox 0.018723432 Constructive 0.732
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Wow.... That's.... Underwhelming. We have quite a few issues going on and I have a hard time believing that's the best they could come up with.
Wow.... That's.... Underwhelming. We have quite a few issues going on and I have a hard time believing that's the best they could come up with.
Identity Attack0.0028673338
Insult0.009982891
Profanity0.014395831
Threat0.00704232
Severe Toxicity0.0010299683
Low Tox 0.018095128 Moderate Con 0.472 Policy_Critique
Jan 20, 2026 1 likes Canada’s new rules in 2026
No only Canada, many countries in the world are going to hard times with everything so expensive.
No only Canada, many countries in the world are going to hard times with everything so expensive.
Identity Attack0.0044582416
Insult0.009564889
Profanity0.009639157
Threat0.006479179
Severe Toxicity0.00059843063
Low Tox 0.017089844 Moderate Con 0.469 Economic_Argument
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Successfull people don't become that way overnight. What most people see at a glance-wealth, a great career, purpose-is the result of hard work and hustle over time. I pray that anyone who reads this will …
Successfull people don't become that way overnight. What most people see at a glance-wealth, a great career, purpose-is the result of hard work and hustle over time. I pray that anyone who reads this will be successful in life..
Identity Attack0.0024048607
Insult0.008956885
Profanity0.0113385795
Threat0.0065827454
Severe Toxicity0.0006580353
Low Tox 0.015267765 Constructive 0.661 Advertisement_Spam
Dec 8, 2025 140 likes Inside Canada's Indian Metropolis (Brampton)
Thank you for the video. I just took my test Jan 19/2026 got 19/20 on my first attempt. I read 2 chapters of discover Canada, found it was hard to follow and watched this video …
Thank you for the video. I just took my test Jan 19/2026 got 19/20 on my first attempt. I read 2 chapters of discover Canada, found it was hard to follow and watched this video 3 times instead. I took notes and read all the explanation with each questions. Wrote down the events according to timeline really helped. This video gave me a really solid foundation, but still had maybe 4-5 questions that wasn’t part of these questions.
Identity Attack0.0022846176
Insult0.006353869
Profanity0.010108846
Threat0.0063238298
Severe Toxicity0.00054597855
Low Tox 0.0060631246 Constructive 0.698
Jan 20, 2026 2 likes Canadian Citizenship Test 2025 – …
I have no problem I’m usually going for A weeks vacation a back home. Just straight forward with your intentions on ur reason of travel. I don’t think I’ll Have a hard time im Canadian …
I have no problem I’m usually going for A weeks vacation a back home. Just straight forward with your intentions on ur reason of travel. I don’t think I’ll Have a hard time im Canadian an not an immigrant of other foreign country our immigrated to other places
Identity Attack0.0007319175
Insult0.0004995934
Profanity0.000022571734
Threat0.00007728063
Severe Toxicity0.0000025561992
Low Tox 0.002071151
Dec 8, 2025 1 likes

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.