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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: "Go Immigration Officers! ❤" 12 comments
Only 18,000 deported out of 5 million illegals? That is a joke. Deportations cost money because the government is way too dumb. You don't need to chase the illegals on our dime instead a few …
Only 18,000 deported out of 5 million illegals? That is a joke. Deportations cost money because the government is way too dumb. You don't need to chase the illegals on our dime instead a few bureaucratic steps will help line up the immigrants across Canada towards airports to flee and here we go: 1- Introduce a 3 months grace period for illegals to depart with their lute, no questions asked 2- Establish a Black-List-Database for all illegals and anyone who makes that list will never get permanent residence no matter how long they stay or even if they apply from abroad down the road 3- Introduce daily fines for overstaying or being here illegal with no ceiling including assets seizure to cover fines 4- Abolish automatic birth citizenship unless both parents are fully legal, else contact your embassy for birth certificate and fetch healthcare, school etc ..on your own dime 5- Revoke driver licenses, bank accounts, temporary SIN numbers of all illegals 6- Mandate the RCMP, Local Police, Sheriffs to check immigration status of anyone who comes in contact with law enforcement including traffic stops 7- Establish new Driver License and other documents for citizens and legal people with specific design and color etc.. 8- Introduce a toll-free number so citizens can report illegals and illegal activities 9- Impose hefty fines and jail time on employers who hire illegals including business closures 10- Limit running to office on all levels to Canadian born citizens 11- No illegal owns, buys or sells any real estate or property Do these and the longest line will be the line leading to airports so our friends CBSA can sit in the ri comfy offices processing illegals at their own pace.
Identity Attack0.27171627
Insult0.47384647
Profanity0.10797132
Threat0.013217449
Severe Toxicity0.014511578
Moderate 0.42568782 Moderate Con 0.448
Dec 23, 2025 15 likes Deportations From Canada at Their …
Laughing my head off, immigration officer rounding up criminals and some of them are here illegally, what are the immigration officer going to do when they all demand refugee status or claim asylum seekers, I …
Laughing my head off, immigration officer rounding up criminals and some of them are here illegally, what are the immigration officer going to do when they all demand refugee status or claim asylum seekers, I guess they will be given lodging, food and healthcare, all on the taxpayers dime, Canada is a joke
Identity Attack0.32184324
Insult0.33964422
Profanity0.027410502
Threat0.008000307
Severe Toxicity0.009307861
Moderate 0.36095104 Moderate Con 0.363 Fear_Threat
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Of course the Liberals don't know what is going on. If they knew what was going on then they could be held accountable and it appears that is something no Liberal wants. They don't want …
Of course the Liberals don't know what is going on. If they knew what was going on then they could be held accountable and it appears that is something no Liberal wants. They don't want to take responsibility ever for anything that they do and they rely on equally inept voters to keep them in office. As to the subject at hand, Canadians should not be responsible for immigrants or people claiming asylum health costs for anything past their first 6 months here. Going past 6 months indicates that they have yet to gain employment and are living off our backs. Those who are still here after being turned back should be located and sent packing immediately regardless of their present standing. For example, someone came here and was rejected but never left. Today they get picked up and now they claim they have a family here. They should still be removed because if they had left when they were supposed to they wouldn't have that family now would they. Yes, it may appear to be harsh but is it not harsh to use the funds provided by people who have a legal right to be here to support those who never should have been here?
Identity Attack0.11163961
Insult0.35505778
Profanity0.027820412
Threat0.007624879
Severe Toxicity0.005874634
Moderate 0.3302291 Constructive 0.611 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
And these immigrants (all of them) must come to Canada after a very rigorous vetting screening process, bring their own money to support themselves during their entire stay in Canada, pay out of their own …
And these immigrants (all of them) must come to Canada after a very rigorous vetting screening process, bring their own money to support themselves during their entire stay in Canada, pay out of their own pocket for their medical expenses. Nothing should be paid by the host country...NOTHING. I don't have any recollection of ever going to a restaurant or hotel/motel and the country that im visiting is covering ALL OF MY LIVING COSTS DURING MY ENTIRE STAY. SO WHY SHOULD CANADA PAY TO HAVE THESE IMMIGRANTS IN THE COUNTRY, TAKING OUR JOBS, YET WE AS TAXPAYERS PAY FOR EVERYTHING FOR THEM. UH-UH, NO WAY, THATS NOT RIGHT. THEY should not have (or require) an interpretor in court, government office, at a traffic stop or anywhere. If the roles were reversed, Canadiens going to their foreign land definitely WOULD NOT RECEIVE ALL OF THE BENEFITS THAT THEY RECEIVE FROM OUR COUNTRY CALLED CANADA. People MUST VOICE THEIR opinions about their own lives and how these immigrants are raping our country for everything it has, and yet true Canadians get to lose more and more of their precious homeland. Ive seen muslim women and their children make some makeshift porter-potty curtained up where the deficate, and urinate in a hole dug into the sand ON THE BEACH and when they're ready to leave, they bury up the hole in the (BEACH SAND) sand, remove their tent and walk off the beach leaving behind them (I guess for Canadians to enjoy their presence on our soil) their little disgusting biohazard ☣️ waste in a public place where everyone walks bear foot, and use their bare hands. Thats simply revolting. JUST IMAGINE THE NEXT DAY, THAT A CANADIAN CHILD DIGS IN THE SAND TO PLAY WITH THRIR TOY CARS ETC. WHAT DISGUSTING MESS TO FIND AT THE BEACG. WHAT SICKNESSES DO THESE MUSLIMS (OBSERVED LEAVING THAT MINI SEPTIC SYSTEM THE PREVIOUS DAY) HAVE, AND WILL GET THE TRUE CANADIANS ILL AS A RESULT OF THEM IMPOSING THEIR FILTHY CULTURE WITH THEM. Frankly, as for myself, i can very well do without their presence because they do not respect our beautiful Canada. They're violent, rape and gang rape our young girls, attack our Canadians, won't assimilate to the ways of this country, wont speak our 2 official languages, wont follow our laws, bring with them the criminal element of using guns and knives and unspeakable violence. Please government of Canada; SEND THEM IMMEDIATELY BACK TO THEIR COUNTRY NEVER TO RETURN. From Canada 🇨🇦 ❤❤❤❤i subscribed, and love your message ❤️ on your channel. From Canada 🇨🇦 ❤️❤️❤️
Identity Attack0.15731181
Insult0.071433455
Profanity0.023243073
Threat0.0072235605
Severe Toxicity0.0064086914
Low Tox 0.20032968 Constructive 0.663 Policy_Critique
Aug 29, 2025 Why Canadians Are Turning Against …
And these immigrants (all of them) must come to Canada after a very rigorous vetting screening process, bring their own money to support themselves during their entire stay in Canada, pay out of their own …
And these immigrants (all of them) must come to Canada after a very rigorous vetting screening process, bring their own money to support themselves during their entire stay in Canada, pay out of their own pocket for their medical expenses. Nothing should be paid by the host country...NOTHING. I don't have any recollection of ever going to a restaurant or hotel/motel and the country that im visiting is covering ALL OF MY LIVING COSTS DURING MY ENTIRE STAY. SO WHY SHOULD CANADA PAY TO HAVE THESE IMMIGRANTS IN THE COUNTRY, TAKING OUR JOBS, YET WE AS TAXPAYERS PAY FOR EVERYTHING FOR THEM. UH-UH, NO WAY, THATS NOT RIGHT. THEY should not have (or require) an interpretor in court, government office, at a traffic stop or anywhere. If the roles were reversed, Canadiens going to their foreign land definitely WOULD NOT RECEIVE ALL OF THE BENEFITS THAT THEY RECEIVE FROM OUR COUNTRY CALLED CANADA. People MUST VOICE THEIR opinions about their own lives and how these immigrants are raping our country for everything it has, and yet true Canadians get to lose more and more of their precious homeland. Ive seen muslim women and their children make some makeshift porter-potty curtained up where the deficate, and urinate in a hole dug into the sand ON THE BEACH and when they're ready to leave, they bury up the hole in the (BEACH SAND) sand, remove their tent and walk off the beach leaving behind them (I guess for Canadians to enjoy their presence on our soil) their little disgusting biohazard ☣️ waste in a public place where everyone walks bear foot, and use their bare hands. Thats simply revolting. JUST IMAGINE THE NEXT DAY, THAT A CANADIAN CHILD DIGS IN THE SAND TO PLAY WITH THRIR TOY CARS ETC. WHAT DISGUSTING MESS TO FIND AT THE BEACG. WHAT SICKNESSES DO THESE MUSLIMS (OBSERVED LEAVING THAT MINI SEPTIC SYSTEM THE PREVIOUS DAY) HAVE, AND WILL GET THE TRUE CANADIANS ILL AS A RESULT OF THEM IMPOSING THEIR FILTHY CULTURE WITH THEM. Frankly, as for myself, i can very well do without their presence because they do not respect our beautiful Canada. They're violent, rape and gang rape our young girls, attack our Canadians, won't assimilate to the ways of this country, wont speak our 2 official languages, wont follow our laws, bring with them the criminal element of using guns and knives and unspeakable violence. Please government of Canada; SEND THEM IMMEDIATELY BACK TO THEIR COUNTRY NEVER TO RETURN. From Canada 🇨🇦 ❤❤❤❤
Identity Attack0.1508922
Insult0.070799805
Profanity0.023174755
Threat0.0072106146
Severe Toxicity0.0063705444
Low Tox 0.19986437 Constructive 0.615 Policy_Critique
Aug 29, 2025 Why Canadians Are Turning Against …
I was born in brampton, lived in cbridge then to b.c.! I will never go back! Heres a fun fact tho, the government opened the flood gate to immigration, red taped housing, started a catch …
I was born in brampton, lived in cbridge then to b.c.! I will never go back! Heres a fun fact tho, the government opened the flood gate to immigration, red taped housing, started a catch and release program for repeat offenders, even violent ones! And made drugs decriminalised! From what I heard, there was commercials and panphlets all over differnt countries saying come to canada for a better life, its great here! Many came and because of the housing shortage due to the red tape, people were sleeping on the street in front of the government offices! Its also colder then many people that have never experienced could even imagine! Then there starting from the bottom! A chip on there shoulder thinking the gov owes them and do whatever you can to get payed! Hence why there were so many car, jewlery store, liqure store thiefts and break & enters! The cops were literally telling people to keep there car keys near the door so the thiefs can take them with no altercation! I blame turdo and sean fraser! Fun fact, sean fraser was the immagration minister then got cabnet shuffled to housing minister during turdos terms, idk what he is now but i think hes still in cabnet. I try not to be racist but this failed experiment and just plain bad math/out of touch with reality cabinet ministers are litterally making people racist! Its too many, too fast, when there manipulating the housing market by red taping it so much nobody can get a shovel in the ground! The stupidity of the gov is insane! I dont like the convervatives either as they will just swing the pendulem so far the other way too fast, i.e. cut everything! Including when they were hurting single mothers on welfare and persons with disibilities, we need somthing new, maybe a.i. or the upcomming future party, idk but this crap is wak!
Identity Attack0.053854458
Insult0.0670459
Profanity0.023311393
Threat0.011042561
Severe Toxicity0.0046157837
Low Tox 0.15490346 Constructive 0.646 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The only reason you can use the term Immigrant is because the govt issued visas. But that being said the govt fast tracked the usual immigrant process which takes months to years. So in actuality …
The only reason you can use the term Immigrant is because the govt issued visas. But that being said the govt fast tracked the usual immigrant process which takes months to years. So in actuality this is not legitimate immigrants. It's unlawful what the govt has done and therefore these people are immigrants under cover of law. Or color of law. It's defacto. I call them illegal migrants. Most are not doctors or engineers or trades people even. Most are young men from 19 to their 30's. According to Investigative Journalist Joshua Philipp of the Epoch Times, Through visiting Darian gap, he found UN tents helping illegal migrants to get to the US. But they had to pass through cartel territory. They had to pay the cartels a fee or die or be raped or both. Yes it's brutal some things but apparently before Obama left office he signed an international agreement to import people globally from mostly Islamic countries and create open borders. We see Chinese, and many people from different parts of South America and even Africa crossing to the US. A lot of whom end up in Canada. So before they cross into the US they toss their IDs Especially if they are from countries that are flagged by the US as questionable or terrorist possibilities. So this leads to a lot coming to Canada. I'm sure you heard of Roxham Rd crossing? It's officially closed but people still cross into Canada from the US going through there. There's also piles of IDs at that border crossing also. Anyways these open border policies has cut out in depth screening so we really don't know who is in Canada as true asylum seekers or immigrants. To add to this complexity, over 300,000 Canadian travel documents have been stolen from CBSA Canadian Border Services Agency. 280,000 of those were blank Canadian passports. SO we really don't know who's walking on Canadian soil. This was confirmed by Luc Sabourin a former CBSA agent. He got forced out because he was asking the right questions and giving the right evidence. Here's the interview with Joshua and the interview with Luc. Have a watch n listen. https://www.youtube.com/watch?v=obgZ-Oh6Es0&t=4s https://www.youtube.com/watch?v=QdIjTSAzUXE&t=91s JamCan I'm with you 100% you are right on the money ! Great work.
Identity Attack0.09162762
Insult0.05027775
Profanity0.023516348
Threat0.0077284453
Severe Toxicity0.0034332275
Low Tox 0.123468354 Constructive 0.797
Aug 26, 2025 Why Canadians Are Turning Against …
We're they can hide? Unless they all working under the table. No job how someone can survive in Canada. Cancel Health Card and Social Insurance.Put them in system they may go hospital. Wht border officer's …
We're they can hide? Unless they all working under the table. No job how someone can survive in Canada. Cancel Health Card and Social Insurance.Put them in system they may go hospital. Wht border officer's doing, they should check the places. Immigration just making excuses.
Identity Attack0.07673789
Insult0.03566399
Profanity0.012141321
Threat0.007883795
Severe Toxicity0.0023078918
Low Tox 0.115658075 Moderate Con 0.442
Oct 11, 2025 IRCC Names India in Study …
Audit the number of legal and illegal immigration offices.. they are going to these places to apply for asylum!!
Audit the number of legal and illegal immigration offices.. they are going to these places to apply for asylum!!
Identity Attack0.072601855
Insult0.025284592
Profanity0.0127561875
Threat0.0070164283
Severe Toxicity0.0023651123
Low Tox 0.112436704 Moderate Con 0.32
Sep 29, 2025 IRCC Names India in Study …
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and …
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and enjoy places like Niagara Falls — were unfairly rejected. The full staff in these offices should be reassigned, and the approval systems and procedures should be completely overhauled to ensure transparency, accountability, and proper decision‑making going forward. Immigrants who have legitimately obtained Permanent Residence or Canadian citizenship are also facing unfair barriers, especially in the job market. Despite having full legal status, many are not even given interview opportunities, while corrupted or poorly monitored ATS systems are being exploited by bad actors. Employers — including major banks and other leading organizations — have hired temporary workers without properly verifying their status or detecting fake documentation. Canada needs a clear hiring principle: priority should be given to Canadian citizens and Permanent Residents first, and only when no qualified applicants exist should other categories be considered. LMIA approvals should be paused to prevent misuse and ensure fairness for those who have followed the legal pathway. Strengthening verification processes and enforcing employer accountability would help restore integrity and fairness in both the immigration and employment systems. Many of these immigrants have sacrificed their assets and life savings in their home countries, embraced Canada as their new motherland, and now find themselves suffering with no realistic path to return — making fairness and accountability in the system even more essential.
Identity Attack0.0071405866
Insult0.021803947
Profanity0.011646013
Threat0.006848133
Severe Toxicity0.0010585785
Low Tox 0.037105743 Constructive 0.723
Jan 4, 2026 Deportations From Canada at Their …
Go Immigration Officers! ❤
Go Immigration Officers! ❤
Identity Attack0.02238941
Insult0.012528907
Profanity0.013029462
Threat0.0069516995
Severe Toxicity0.001821518
Low Tox 0.036634352 Moderate Con 0.409 Solidarity
Feb 20, 2026 Canadian immigration officers investigating hundreds …

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.