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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: "French here, we're with you …" 13 comments
I complain sometimes about driving in Montreal but I was driving around the GTA last month and holy s***t it's bonkers. It really has become some third world type shit in certain areas over there. …
I complain sometimes about driving in Montreal but I was driving around the GTA last month and holy s***t it's bonkers. It really has become some third world type shit in certain areas over there. In general there's things to complain about in Montreal to be sure - including on the immigration front - but IMO we're far better off than all the other big Canadian cities. You can't really get by in Québec city if you don't speak French but if you want to be in a Canadian city and avoid all _this_ kind of stuff then Québec city is the real ticket.
Identity Attack0.2831485
Insult0.42567953
Profanity0.5365423
Threat0.0113014765
Severe Toxicity0.0475607
Moderate 0.47886392 Constructive 0.743 Comparative_Framing
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
Those people aren't Canadian. They're different nationalities who are "fleeing" their war torn countries that are coming to take over Canada. Canada used to be a wonderful place. But in the past 10 years, Canada …
Those people aren't Canadian. They're different nationalities who are "fleeing" their war torn countries that are coming to take over Canada. Canada used to be a wonderful place. But in the past 10 years, Canada has gone down the shitter. Too much immigration, not enough assimilation. Nobody speaks English anymore, even though Canada is an ENGLISH AND FRENCH SPEAKING COUNTRY. The languages of our ancestors. Learn the language or leave.
Identity Attack0.3817989
Insult0.40243408
Profanity0.40878695
Threat0.010447056
Severe Toxicity0.023364257
Moderate 0.47119883 Constructive 0.523
Sep 10, 2025 Why Canadians Are Turning Against …
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are …
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are being overrun with them. Look at the Canadian government, that's how bad it has become. The Canadian government has become so corrupt because of this! Once they infiltrated the government, all kinds of corruption occured, their extended families were getting automatic citizenship, free healthcare, and draining the Canadian job market and healthcare benefits. One common scam they pull is that they will find a job, immediately apply for social welfare, and take time off and still get paid for months without even working. They completely abuse the system which results in actual Canadians who need social welfare benefits to not be able to gain any benefits, because of the amount of scammers that have infiltrated and colonized the country. Canada is screwed completely unless we speak up about this! There are many of us who don't like this and don't want it, but there are many Canadians who are bleeding hearts and weak who just accept it. They're going to outbreed us and eventually completely takeover and completely ruin the country. Canada is not the same place that I remember from my childhood. It has become the capitol of woke ideology, weakness, and completely overrun by Indians. Not to mention that we used to be a Christian country. We used to say Merry Christmas every year, Christian values were upheld and encouraged, now there are Mosques everywhere! There are more Mosques in Canada than Churches these days. Canada has become ruined. The worst part is, that those who come to our country don't even respect our values, traditions, or even attempt to assimilate. They expect us to conform to their ways. We can no longer be Christians because they are Anti-Christian, we can no longer speak English or French, because they hate our language. I have literally been to Toronto and Vancouver and seen the madness unfold, not an ounce of English is spoken or understood in those areas. It's either Chinese or Indian that is spoken. Usually, when you come to another country, you are supposed to conform to that country's values and traditions, not the other way around. Canada has done the complete opposite because of the bleeding hearts in charge of the country. I say screw that and no more! Make Canada Canadian Again! Keep Canada Christian!
Identity Attack0.10221587
Insult0.26957804
Profanity0.029888187
Threat0.00948907
Severe Toxicity0.006866455
Low Tox 0.295883 Constructive 0.677 Fear_Threat
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
I am disgusted by what Canada has become. The government has allowed a free for all to take place without checks and balances for their own profit…whether it’s votes for political mileage, money that is …
I am disgusted by what Canada has become. The government has allowed a free for all to take place without checks and balances for their own profit…whether it’s votes for political mileage, money that is being invested by certain people groups that will help enrich the pockets of government or whatever the reason - has caused this country to descend to the dumps st a rate faster than it takes to say ‘Oh Canada’. As an immigrant, I have seen the degeneration within the country (particularly Toronto & GTA) in 10 years. Sometimes it feels like you’re in a different country, with a different language other than English or French, individuals who refuse to adopt the traditional Canadian lifestyle, who are allowed in with little value for system and order, allowed to procreate and ‘raise’ children who don’t appreciate the Canadian values, both born and immigrants using crime as their currency to their warped perception of wealth and an whole history of issues that impact the lives of the average law and culturally abiding citizen. Oh there’s so much more that can be said about the state of this nation, but if there are bold-faced chants about who will be ruling Canada by 2060, those that have the power to do something need to pay VERY CLOSE ATTENTION. That is not just wishful thinking. That is a threat that will come to pass if a blind eye and a deaf ear is turned which, the government seems bent on doing. A word to the wise is sufficient.
Identity Attack0.116281845
Insult0.1823172
Profanity0.041160982
Threat0.007948523
Severe Toxicity0.0059127808
Low Tox 0.25462922 Constructive 0.677 Policy_Critique
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
I’m a second gen Indian in Canada born in USA. It’s become so us vs them between locals and immigrants, that Im caught in the middle, I belong no where and everywhere. There’s no room …
I’m a second gen Indian in Canada born in USA. It’s become so us vs them between locals and immigrants, that Im caught in the middle, I belong no where and everywhere. There’s no room for my voice, because I’m no different then any Canadian or American in how I act but nothing separates me from Punjab and Kashmir other than accident of birth and one generation. My English is NE United States, my French Québécois, my Hindi Dehli,Punjabi Jalandar, Urdu Lahori, and Turkish Ankara. I speak six languages and I’m fluent in none, I’m from three countries yet none of them want me. It would be great if more of these types of investigations included our voices, as we’re neither here nor there yet caught in the middle of all of this.
Identity Attack0.18903255
Insult0.082619295
Profanity0.030138692
Threat0.009126588
Severe Toxicity0.008964539
Low Tox 0.1996317 Constructive 0.806 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
1) Canadian politicians are running a Ponzi scheme - just keep bringing in more foreigners to pay for everybody else they already brought in 2) This immigration game was started after DeGaulle sparked Quebec separatism, …
1) Canadian politicians are running a Ponzi scheme - just keep bringing in more foreigners to pay for everybody else they already brought in 2) This immigration game was started after DeGaulle sparked Quebec separatism, and neither Ottawa nor Washington knew how to deal with this, other than to mass-import lots of foreigners in order to dilute the Anglo-French divide that was quickly turning toxic. Washington was not going to allow a new country to form on its northern frontier, potentially creating a new geopolitical fault line which could be exploited by the Soviet bloc. Therefore all the stops would be pulled out to rearrange the demographics of the suddenly fragile Canada. 3) This immigration game is just a human trafficking operation. Canada itself has been reduced to a human trafficking operation, originally to counter Quebec separatism, and then later the politicians just plain got addicted to importing new voters, rather than solving the problems of existing voters through good governance. 4) We're all up the creek without a paddle. Neither do I have any solutions to the current mess, nor do the people who made this video have any solutions. It's now like the weather - we can complain about it, but can't change it. Maybe Trump can solve it by breaking up Canada and turning pieces of it into new American states. I know - it's blasphemy - but... 5) *_I too am of Indian heritage,_* and have been a Canadian for over half a century.
Identity Attack0.105836816
Insult0.075868964
Profanity0.024062896
Threat0.009644418
Severe Toxicity0.004119873
Low Tox 0.18079062 Constructive 0.573 Unverified_Claim
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different …
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different people since I was 18 and learned great things I can add to my construction or cooking repertoire that you could possibly couldn't learn in the West without diversity. BUT now we have a group of people coming here buying up businesses while only hiring people from their country buying up single homes putting up crammy 8 plexus, and only renting to people from their home country. If these were French people like my heritage is, I would be even more pissed because I could say something without being called a racist. These immigrants are coming here with one goal retribution against the English Empire for the past or some shit, I dont know, and they're taking it out on us Canadians. over 5 years I've collected proof so I feel very safe coming out now and talking about this because I have everything to back it up. Those single homes I was talking about half of them burned down and they use insurance fraud money add multiple loopholes to use government money along the way as well, that's damn taxpayer money building parts of these homes... I'm a concrete worker they do not let these walls set properly, they don't seal the windows and doors properly, everything's going to leak but because they only rent to people from their home country after 3 years they can take their name off the property and nobody and I mean nobody is going to report leaks because they have a tyrannical control over who they rent to.... I dont even need to name the group because its OBVIOUS, living in the same city most ky life I've seen a drastic change, and this isnt intregation like my family did as they we're the members of french part of the metis tribe long ago. 5 years in a row they have added an average of 70,000 people legally to the city I live in I live in of 1.4 million people that is absolutely absurd the train system is packed all the way until 1:00 a.m.... it's just simple economics you can't add that many people and have a sustainable City.... these idiots never played sim city or some shit Also there are millions that came pretending to get spots in our universities and didn't show up, and these are the same people that are buying up all the businesses and houses and only letting the people from their own country be involved that is not integration....... There's also a huge problem with people faking Refugee status from this very place and there's even a few videos circulating online on just how to do it people from this country bragging how their making double of the average income of a Canadian a year PLUS free food and board from this fake Refugee status, HOLY FUCK! We are radicalizing here in Alberta and it's about to get real. Not only do these immigrants only want their own people involved in anything they are rude as hell when confronted about any of this even in a kind way.  There's a great deal of them that are at the top of the fenthinal distribution. mind you a lot of that's being shipped from other places but the distribution hails differently....roughly 70% of the major fenthinal arrests and seizures have those paticular heritage backgrounds to prove it. They are destroying the country in SO MANY WAYS, im DONE trying to be civil or nice about this debate,  5 years is my limit bitches, fuck you, fuck off or we'll fucking make you -Alberta proud , and fuck you again bitches
Identity Attack0.06749674
Insult0.0720671
Profanity0.06145202
Threat0.007534259
Severe Toxicity0.005493164
Low Tox 0.16043124 Constructive 0.775 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
What is the national Canadian language? English. Can you speak Punjabi or Hindi? Can you even speak more than 15 words of it? Probably not. I can't, and i shouldn't need to. In Canada the …
What is the national Canadian language? English. Can you speak Punjabi or Hindi? Can you even speak more than 15 words of it? Probably not. I can't, and i shouldn't need to. In Canada the language is always an always has been English or French. Yet all the signs i see you put up in your businesses are written in Hindi or Punjabi. I have never seen a Indian owned business with English signs. Do you expect me to just learn your language to accustom you to living in my country? I'm not doing that, and I'm sure nobody else will want to either. If you come here, you need to get yourself adjusted to how we live and learn our language. You're not in India anymore, You're in Canada. I'm not angry at Indians for doing this, I'm angry at Canadians for allowing this.
Identity Attack0.10221587
Insult0.061451588
Profanity0.024882717
Threat0.007249452
Severe Toxicity0.0051498413
Low Tox 0.15656179 Constructive 0.695 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
The old Dutch guy in the interview was right. When my father applied to bring us to Canada, we went through many tests and procedures, police checks from back home, and even from the FBI …
The old Dutch guy in the interview was right. When my father applied to bring us to Canada, we went through many tests and procedures, police checks from back home, and even from the FBI to prove we had never been to North America and the process lasted almost a year and a half. No money was given to our family, my dad was working our step mother was working; but now all these immigrants get in quick and free. I have a friend that works for a bank and he tells me people who can't even speak English or French show up and deposit government cheques for 30 or 40 thousand dollars. What about Canadians born and raised here, some need help, they don't get big cheques. There has to be a stop to all this influx of people coming from other countries who have it really easy once they're here, thanks to the government. I'm not anti-immigration, as I'm an immigrant myself, but this BS has to stop.
Identity Attack0.1007269
Insult0.06477321
Profanity0.027000591
Threat0.0082074385
Severe Toxicity0.0038146973
Low Tox 0.1460314 Constructive 0.823 Personal_Narrative
Sep 20, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
Seeing decedents of immigrants disapproving the arrival of other immigrants is hilarious. Somebody needs to remind these people that they're descendants of immigrants themselves- why else do they think the Canadians speak French, have European …
Seeing decedents of immigrants disapproving the arrival of other immigrants is hilarious. Somebody needs to remind these people that they're descendants of immigrants themselves- why else do they think the Canadians speak French, have European names and are Caucasian?
Identity Attack0.12440576
Insult0.032028005
Profanity0.0118680475
Threat0.006485652
Severe Toxicity0.0028038025
Low Tox 0.13561769 Moderate Con 0.473 Humor_Satire
Nov 21, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the …
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the queen’s english. To work, the expectation is you’re able to communicate effectively with whoever you’re interfacing. These folks come here, make zero attempt to improve or learn English or French - the national languages. They go home after the day is done, revert to their native tongue. How would you ever perfect something like a language without some degree practice and immersion? And they do this with their generations. The 1st and sometimes 2nd generation kids will speak their native tongue first, before learning English or French. It’s like the language they should speak to effectively work and live in Canada is an accessory. The govt at all levels encourage this by having driving tests and forms in other languages. And don’t get me started on the pockets - Brampton for example. The politicians kowtow to the voters and give in to them having huge temples, and nonstandard shopping complexes. It’s a running joke how many Indians will be living in the same house, renting from other Indians collecting money under the table in completely unsanctioned and illegal rental scenarios. Companies set up by Indians, to service Indians. So they don’t even care to present as Canadian business with English / French. I’m in the midst of charting my family’s exit from Canada. It’s become something entirely unrecognizable. Where those who know how to game the system get ahead, those of us who play the rules - stay behind. I’ve worked my way up to being upper middle class. I’m about done paying for Indian “students” who later claim to be refugees. Who are now claiming to be in gay relationships, to support their refugee cases. It’s all a joke.
Identity Attack0.06431354
Insult0.035443626
Profanity0.026317406
Threat0.0073789097
Severe Toxicity0.0031089783
Low Tox 0.11161 Constructive 0.681 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
At this rate, we're only a couple decades away from 'hiring bilingual' meaning 'Hindi and English', not French.
At this rate, we're only a couple decades away from 'hiring bilingual' meaning 'Hindi and English', not French.
Identity Attack0.021083053
Insult0.012224905
Profanity0.013234417
Threat0.0066345283
Severe Toxicity0.0012111664
Low Tox 0.031684756 Low Con 0.204 Fear_Threat
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)

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.