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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "Why canadian government don't stop …" 61 comments · Page 3 of 3
TFW completely destroyed the Canadian job market. Canadian companies would rather use the program than hire local Canadian workers or young workers who are looking for there first job opportunity and gain experience. I respect …
TFW completely destroyed the Canadian job market. Canadian companies would rather use the program than hire local Canadian workers or young workers who are looking for there first job opportunity and gain experience. I respect immigrants who come to Canada, contribute to the community and economy and are willing to leave their culture in the past and adapt to our culture and language. I don’t respect immigrants who refuse to adapt to our language and culture. You’re in Canada, it’s either English and French, stop speaking Punjabi everywhere because we all can’t stand it, especially in businesses. Canada has a major immigration problem at this point. It’s not racist when it’s true. The truth is on film and everyone sees it. Canadians deserve better than what is happening right now. All we want is opportunities and opportunities to buy homes and have families. But the Canadian government would rather bend over to the Punjabi’s. What a disgrace!!
Identity Attack0.07508347
Insult0.04910661
Profanity0.014293353
Threat0.007870848
Severe Toxicity0.002784729
Low Tox 0.121732734 Constructive 0.654 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Why canadian government don't stop them even though they know its fraud but they still letting them in because government need money big money
Why canadian government don't stop them even though they know its fraud but they still letting them in because government need money big money
Identity Attack0.021083053
Insult0.06494803
Profanity0.015147334
Threat0.007417747
Severe Toxicity0.0020694733
Low Tox 0.11440011 Low Con 0.206 Unverified_Claim
Oct 2, 2025 IRCC Names India in Study …
All of Canada should implement this..stop all immigration..asylum seekers for 5years..Help build a future for our Canadian children. There is enough talent in our Canadian youth if the government can help train them instead of …
All of Canada should implement this..stop all immigration..asylum seekers for 5years..Help build a future for our Canadian children. There is enough talent in our Canadian youth if the government can help train them instead of giving it to the refugees and asylum seekers who get more money than our Seniors or youth
Identity Attack0.10221587
Insult0.03158728
Profanity0.010211324
Threat0.007365964
Severe Toxicity0.0032997131
Low Tox 0.11347008 Constructive 0.55
Nov 23, 2025 Quebec Ends Economic Immigration Program …
Most of the immigrants landing here in Canada are not boosting our economy but just becoming a liability taking the country backward rather than progress. Tye government should stop immigration including refugees, at least for …
Most of the immigrants landing here in Canada are not boosting our economy but just becoming a liability taking the country backward rather than progress. Tye government should stop immigration including refugees, at least for a while. Not that I don’t want to help these people but we just dont have the resources for now to accommodate them. ‘m shocked to hear that 817,000 people landed in Canada. Add three zeros to it because these people pay at least a $1000 as administrative fee to government IRCC. So that is $817,000,000 Canadian Dollars. Close to a Billion. What is government doing with this money? No Government, we Canadians dont want that money in our GDP. He has enough natural resources that can sustain ourself. Stop selling cheap oil to US. And back to people who come here as immigrants. You are in a different country to have a new life. There is no point in protecting here in Canada about the things happening in your home country. Have some common sense. It’s just an other news for media. When you do such things, Canadian resource are wasted like cops have to make sure the protest goes peacefully and many more. People who are not part of it are getting affected. And to all immigrants please please please, speak in english. I know that you all are comfortable speaking in your native language. Speak that at your private place. Not in public place or work place. That is basic manners. Dont speak out loud in phone in public places. It’s not manners. Funny that people are asking to change the classes taught in French😂 This proves that they are not students but in disguise, as students. Here in Canada, to loot Canada and weaken the country. If you want class in english in a french speaking province better move out of Quebec.
Identity Attack0.06795148
Insult0.03768798
Profanity0.014634945
Threat0.007534259
Severe Toxicity0.00289917
Low Tox 0.11181668 Constructive 0.632 Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
If elections were honest if they were we canadians rooted ones at that queen put my family here in canada after the wars grandfather fought and won both wars to give me what I had …
If elections were honest if they were we canadians rooted ones at that queen put my family here in canada after the wars grandfather fought and won both wars to give me what I had and now immigrants have taken that over government and people today wouldn't exist with out my grandfather . Politions dont know what war is... or how it reflects all candians still today . A lession to all politions get back to work . And have some respect . For people who got uou to where you are today . Far to much time off running with a counrty and a hammer as yhe leader makes me puke every day . Say thank you carney for life u have be ayse of my grandfather. Thanks for staying and being humble and rooted . Your not . Stop giving Canadian money away this is the out come carney and trudeau twisted brothers. made this mess .
Identity Attack0.03636306
Insult0.054962315
Profanity0.017162729
Threat0.0076766624
Severe Toxicity0.0024795532
Low Tox 0.11098998 Constructive 0.639 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
May I say as a Metis. My family were and are the first people to be described as Canadian and are still acknowledged as the original Canadians. My great Uncles and Aunts fought the British …
May I say as a Metis. My family were and are the first people to be described as Canadian and are still acknowledged as the original Canadians. My great Uncles and Aunts fought the British North West Mounted Police at Batoche because the British Colonizers after outlawing fur trade except through the HBC company were further insulted by having their ancestral land sectioned off and given to immigrants. My uncles also were part of the first battle at Seven Oaks when surveyors were surveying and measuring my ancestral cousins land. The British Immigrants were described as the preferred immigrants. TheNorth American Indians, the Metis were described as undesirables and in a memo written to the Indian Affairs Minister during John A MacDonald asking him how best to remove the undesirables Metis from their land. The Metis were not placed on reservations because we never stopped fighting for our homeland rights. What is happening now is a continuation of what happened back when John A MacDonald was Prime Minister. May I also say if these migrates think their customs and regions are so great then stay in your homeland. But unlike the brave Metis who continues to oppose the government and finally 100 years later some our birthrights as the original Canadians have been recognized. My great grandfather and his father were both named Antoine and Charles Henault dit Canada, and to this day from the 1700s some of my cousin’s last name has been Canada since the 1700s. People with Canadian passports don’t make them Canadian. Indians from Indian don’t integrate or intermarry. They impose their culture on the rest of the country. Get rid of them all.
Identity Attack0.0376521
Insult0.032799274
Profanity0.017162729
Threat0.008323951
Severe Toxicity0.002412796
Low Tox 0.09112182 Constructive 0.772 Identity_Assertion
Sep 12, 2025 Why Canadians Are Turning Against …
There are many problems with anti-immigrant rhetoric and one of them is the classification who is and who isn't an immigrant and the question of when does a person stop becoming an immigrant and become …
There are many problems with anti-immigrant rhetoric and one of them is the classification who is and who isn't an immigrant and the question of when does a person stop becoming an immigrant and become a Canadian? A significant portion of people living in Canada are first/second/third generation Canadians and so, how do we classify these people, are they immigrants or are they not? And what of their parents/grandparents who immigrated, are they? It's very important to note that without their ancestor parents, all these first/second/third gen Canadians will not be here and they are now 'Canadians' today because we had pro-immigration laws. Also, the idea of accessing services is by itself, very problematic. I spent the first 4 years of my life here paying high tuition fees as well as tax that are used to subsidize fellow Canadians' tuition fees yet I'm not able to access any government services. Following graduation, I worked as a worker on visa where my tax was no less than an average Canadian yet government services were very much inaccessible to me. It was only after I became permanent resident, that somehow everything suddenly became available to me. I have been tax paying 6-7 years before I became a PR here yet all those years, I wasn't able to access a single thing yet somehow, after I became PR, I'm eligible for everything? The tax argument doesn't make sense at all. I will be eligible to apply for citizenship in like a year and does that mean now I am one of you, Canadians?
Identity Attack0.060220852
Insult0.025155678
Profanity0.012926984
Threat0.006861079
Severe Toxicity0.002002716
Low Tox 0.08320791 Constructive 0.865
Oct 25, 2017 4 likes How much do refugees and …
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 …
“ Charity begins at home” , the Canadian government should worry about helping Native Communities in Northern Canada, eradicating homelessness, drug addiction, and should stop importing poverty.
“ Charity begins at home” , the Canadian government should worry about helping Native Communities in Northern Canada, eradicating homelessness, drug addiction, and should stop importing poverty.
Identity Attack0.018168874
Insult0.026444806
Profanity0.0093915025
Threat0.007598988
Severe Toxicity0.001373291
Low Tox 0.0665887 Moderate Con 0.33 Policy_Critique
Nov 25, 2025 Quebec Ends Economic Immigration Program …
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 …
It’s time to stop all these creative wars that’s going on.Canadian are suffering financially and our monies are supporting war when Canadians are struggling to buy food. Th3 government needs to do something about this …
It’s time to stop all these creative wars that’s going on.Canadian are suffering financially and our monies are supporting war when Canadians are struggling to buy food. Th3 government needs to do something about this problem now.
Identity Attack0.011469335
Insult0.011692902
Profanity0.00995513
Threat0.007935578
Severe Toxicity0.001039505
Low Tox 0.027442247 Constructive 0.511 Economic_Argument
Sep 8, 2025 1 likes 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.