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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: "We need to stand up …" 42 comments · Page 2 of 2
i can hardly stand listening to Jason lier Kenny. Alberta independence asap the federal government has nothing Alberta needs
i can hardly stand listening to Jason lier Kenny. Alberta independence asap the federal government has nothing Alberta needs
Identity Attack0.009545447
Insult0.24928534
Profanity0.021125201
Threat0.0064079775
Severe Toxicity0.003376007
Low Tox 0.25462922 Low Con 0.265 Identity_Assertion
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
At this point, I'm over every culture. We have been conditioned in the West to think that we have no culture, we need to embrace, worship, and accept everyone else's culture. Really over it. We …
At this point, I'm over every culture. We have been conditioned in the West to think that we have no culture, we need to embrace, worship, and accept everyone else's culture. Really over it. We have built a beautiful way of life in the western world and we should work harder to preserve it. I've been to India. Although I like most Indians that come to our part of the world, WE DO NOT WANT OUR COUNTRY TURNING INTO INDIA (or any other country/culture for that matter). Assimilate, get with the program, or GTFO. Enough is enough. Americans, Canadians, Europeans..stand up for your country and culture before it is completely erased. If we decided to move to any of these third world countries and pull the same crap, locals would be up in arms.
Identity Attack0.2816105
Insult0.075868964
Profanity0.08322773
Threat0.011715741
Severe Toxicity0.014511578
Low Tox 0.25462922 Constructive 0.685 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
This is the most biased Canadian propaganda I've ever heard. I was standing in line at city hall in Calgary (paying my past due power bill which I can barely afford, even though I make …
This is the most biased Canadian propaganda I've ever heard. I was standing in line at city hall in Calgary (paying my past due power bill which I can barely afford, even though I make 40k a year.) and watched a flood of immigrants in front of me claiming their 100% free bus passes. Apparently, you need an authorisation letter from welfare to claim your free bus pass, yet, none of them seemed to have documentation that matched their id. One guy picked up six free bus passes with a stack of letters that didn't match his name, or, even surname, at all. The cashiers seemed like they had just given up and handed over the bus passes saying, "next time make sure the person named in the letter is here to pick it up in their free pass person." <sigh>
Identity Attack0.10221587
Insult0.07998765
Profanity0.019280603
Threat0.00756015
Severe Toxicity0.004043579
Low Tox 0.18269104 Constructive 0.613
Oct 13, 2018 How much do refugees and …
Canadians need to stand up for their country. Canada is definitely going in the wrong direction. We need to stop immigration and we need to stop subsidizing immigrants.
Canadians need to stand up for their country. Canada is definitely going in the wrong direction. We need to stop immigration and we need to stop subsidizing immigrants.
Identity Attack0.1294935
Insult0.033019636
Profanity0.011201942
Threat0.008893564
Severe Toxicity0.0035095215
Low Tox 0.1537979 Moderate Con 0.387 Call_To_Action
Sep 9, 2025 Why Canadians Are Turning Against …
Canada needs a big deportation time to take our country back. Canada needs to wake up and stand up
Canada needs a big deportation time to take our country back. Canada needs to wake up and stand up
Identity Attack0.06476828
Insult0.027347196
Profanity0.013200258
Threat0.022335978
Severe Toxicity0.0044441223
Low Tox 0.11912931 Low Con 0.22
Aug 27, 2025 Why Canadians Are Turning Against …
Canada calls students to give them PGWP after finishing their educations in Canada. The students pay ultra high education and life expenses. Then, Canada says we don’t need this much skilled worker as white collar, …
Canada calls students to give them PGWP after finishing their educations in Canada. The students pay ultra high education and life expenses. Then, Canada says we don’t need this much skilled worker as white collar, but you can works as uber drivers or Tim Hortons workers. The reason is Canadian youths don’t want to work in those odd jobs. However, Canadian people complain about the immigrant odd workers. They think economy is bad because of those immigrants who paid thousands of dollars for education and have been working in odd jobs. This is stupidity. Canada government exploits immigrant students by making them spend thousands for education and can only provide odd jobs for most of the immigrant students who hold PGWP work visa. Then some almost-racist Canadian folks stand against immigrants who have actually been exploited.
Identity Attack0.08831879
Insult0.045593183
Profanity0.016889455
Threat0.007197669
Severe Toxicity0.0031089783
Low Tox 0.11357342 Constructive 0.589 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
As an immigrant who came 10 yrs ago , I dont recognize this country anymore!! We need to stand up and fight for Canadians' values, culture, and language, Immigration has to change NOW !!!
As an immigrant who came 10 yrs ago , I dont recognize this country anymore!! We need to stand up and fight for Canadians' values, culture, and language, Immigration has to change NOW !!!
Identity Attack0.068465814
Insult0.023093075
Profanity0.011765569
Threat0.006848133
Severe Toxicity0.002374649
Low Tox 0.104361884 Constructive 0.625
Aug 31, 2025 258 likes Why Canadians Are Turning Against …
I stand with this woman. I stand with all the people in the beginning of this video as a white man. I see other people, and they see me. You will not judge me for …
I stand with this woman. I stand with all the people in the beginning of this video as a white man. I see other people, and they see me. You will not judge me for my skin. Cause I do not judge you for yours. I acknowledge that we are different races, but we are still humans, I was raised Canadian through-and-through. To be kind of people is so deeply and rooted in my blood but then it hurts that I let people do the things they have.This woman is right We need to hold people accountable.Canada is not the country it used to be
Identity Attack0.0775651
Insult0.026702631
Profanity0.024199532
Threat0.009981008
Severe Toxicity0.0038146973
Low Tox 0.09915545 Constructive 0.817
Aug 28, 2025 2 likes Why Canadians Are Turning Against …
Segregation—whether by income, race, or religion—is deeply embedded across North America. In many ways, it defines how communities are formed. People are often drawn to this continent precisely because they believe they can find a …
Segregation—whether by income, race, or religion—is deeply embedded across North America. In many ways, it defines how communities are formed. People are often drawn to this continent precisely because they believe they can find a place where they feel they belong—whether it's a gated community with an average household income of $250,000, or a neighborhood where Italian is predominantly spoken. With the exception of Indigenous peoples, everyone here has settled on land that once belonged to someone else, reshaping it to fit their own culture and needs. In Canada, this dynamic is particularly visible. It’s one of the easiest countries in the world to migrate to—whether through official channels or otherwise—largely due to historically lenient laws. Beyond immigration, Canada faces deeper systemic challenges. From weak enforcement around serious crimes to broader identity issues, the country may be in need of a serious re-evaluation. At its core, Canada must ask itself what it stands for, and what kind of nation it wants to be.
Identity Attack0.06704199
Insult0.02425329
Profanity0.027137227
Threat0.00967031
Severe Toxicity0.0031280518
Low Tox 0.09568449 Constructive 0.672 Policy_Critique
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
There are alot of churches in Canada that have a food bank as well. I got frustrated at your narrative on this vid. It seemed very one sided. Is all about money and power. And …
There are alot of churches in Canada that have a food bank as well. I got frustrated at your narrative on this vid. It seemed very one sided. Is all about money and power. And what is going on behind closed govt doors. How do you live in a broken system. We all need to stand as one and say and do no more. But you only know what you know till you learn more. Stay strong and groovy.
Identity Attack0.014048826
Insult0.035333443
Profanity0.012038844
Threat0.00636914
Severe Toxicity0.0012969971
Low Tox 0.0926474 Constructive 0.762 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
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 …
Good the more immigrants that leave the better it will be for Canada they come here for a better life for safety for this for that they're all set up by the government giving houses …
Good the more immigrants that leave the better it will be for Canada they come here for a better life for safety for this for that they're all set up by the government giving houses cars don't have to worry about nothing it's all provided for them through the taxpayers money well the real Canadians are living out on the streets and eating out of garbage bins I don't have a bed or a roof over their heads due to the immigrants coming into our country then they come into our country in protest terrorist actions destroy our buildings are statues our churches block our streets hospitals shopping malls an etcetera they disrespect our rules and regulations and think they can voice their opinion on everything and get away with it they come here most of them with a green card as a visitor from another land overseas and yes they think they're a real Canadian but never contribute never done nothing for the country but just take from the real Canadians that made the country to what it is today and it's all government doing before they give a house or car or anything that they get the immigrants get if you're standing alongside of one peppermint will give it to the immigrant faster than what they'll give to a real Canadian they're more or less told to sleep on the streets and eat out of garbage bins because he's immigrants deserve nothing but the best in our country we have to show them that they are welcomed no they're not welcome anymore Canadian should come first not somebody that came in on a boat or an airplane from another country and overseas it's a government can't look after their own then they shouldn't be in the government because our prime minister is supposed to be protecting the real Canadians not the ones that are coming in over our borders I wonder if that's ever going to change probably not because they still need these foreigners votes just stay in the position where they're at Canada has become a very undeveloped country now in Canada has been put into a lot of danger due to the terrorism that's in our country from the people that they bought in our country from overseas I mean just look at all the protesting from the palestines and Hamas people what they've done so far to Canada we see it on the news just about every day ask for their rights anyways I can keep going on but it's not worth my time tomorrow is never promised it's just that I know Canada is sinking and sinking fast due to our government and their policies but when it sinks do you think the government's going to stand on board and go down with the ship nope I'll be in another country safe and sound
Identity Attack0.014712535
Insult0.008164782
Profanity0.00007872977
Threat0.0002559232
Severe Toxicity0.0000045725806
Low Tox 0.034101393 Fear_Threat
May 6, 2025 1 likes
I'll tell you how it happened. Because we're too nice. We've let this happen because we didn't want to speak up against it. But now our back is against the wall in our own country. …
I'll tell you how it happened. Because we're too nice. We've let this happen because we didn't want to speak up against it. But now our back is against the wall in our own country. We need to stand up eventually.
Identity Attack0.009434453
Insult0.012680908
Profanity0.011902207
Threat0.0078449575
Severe Toxicity0.0011539459
Low Tox 0.034041706 Moderate Con 0.472
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Alberta sovereignty! If you don't stand for this move to Alberta we will need you people like you.
Alberta sovereignty! If you don't stand for this move to Alberta we will need you people like you.
Identity Attack0.0041067624
Insult0.014162917
Profanity0.010074687
Threat0.0076507707
Severe Toxicity0.0009536743
Low Tox 0.029092113 Moderate Con 0.43 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Ok Ontario we need to start standing up
Ok Ontario we need to start standing up
Identity Attack0.005105704
Insult0.009507888
Profanity0.0113044195
Threat0.008129764
Severe Toxicity0.0013542175
Low Tox 0.01847211 Moderate Con 0.349
Nov 27, 2025 Quebec Ends Economic Immigration Program …
A stand needs to be taken b4 it’s too late. We are still the majority for NOW. But we are becoming less with every passing month and year.
A stand needs to be taken b4 it’s too late. We are still the majority for NOW. But we are becoming less with every passing month and year.
Identity Attack0.0023863618
Insult0.009165886
Profanity0.010792031
Threat0.0068287146
Severe Toxicity0.0007247925
Low Tox 0.015833238 Constructive 0.51 Fear_Threat
Sep 14, 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.