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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

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Active: "If they are here illegally …" 638 comments · Page 22 of 26
This is irrelevant as even if the government decides to act and remove them, Which, given their ideology is highly unlikely. The courts will over-rule them and decide the illegals have more rights to stay …
This is irrelevant as even if the government decides to act and remove them, Which, given their ideology is highly unlikely. The courts will over-rule them and decide the illegals have more rights to stay than Canadians have rights to defend the country and deport them.
Identity Attack0.10221587
Insult0.03235855
Profanity0.013234417
Threat0.026479885
Severe Toxicity0.0035858154
Low Tox 0.11739369 Low Con 0.272 Policy_Critique
Jan 16, 2026 2.9 million Canadian temporary visas …
At one point Amazon in Ontario was hiring every foreign students illegally back in 2024 as drivers. They had to lay them all off.
At one point Amazon in Ontario was hiring every foreign students illegally back in 2024 as drivers. They had to lay them all off.
Identity Attack0.07425626
Insult0.033680726
Profanity0.014464149
Threat0.017328756
Severe Toxicity0.0031852722
Low Tox 0.11652588 Constructive 0.51 Personal_Narrative
Jan 19, 2026 37 likes Why Canada’s immigration system has …
We should remigrate the last 40 years of immigration, legal and illegal.
We should remigrate the last 40 years of immigration, legal and illegal.
Identity Attack0.084182754
Insult0.024768941
Profanity0.0127561875
Threat0.008789998
Severe Toxicity0.0032424927
Low Tox 0.115658075 Low Con 0.252 Call_To_Action
Dec 27, 2025 Deportations From Canada at Their …
Illegal occupation!
Illegal occupation!
Identity Attack0.04925346
Insult0.027730936
Profanity0.013576009
Threat0.0077025536
Severe Toxicity0.0031471252
Low Tox 0.115658075 Moderate Con 0.317 Identity_Assertion
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
This is not about legal immigrants it is about uncontrolled illegal migration sponsored by our government. You cannot grow a population without expanding infrastructure at the same rate of more. This is not racist or …
This is not about legal immigrants it is about uncontrolled illegal migration sponsored by our government. You cannot grow a population without expanding infrastructure at the same rate of more. This is not racist or anti immigration this is about proper planning and growth of a nation.
Identity Attack0.10221587
Insult0.032799274
Profanity0.013029462
Threat0.006809296
Severe Toxicity0.002861023
Low Tox 0.115658075 Moderate Con 0.47 Policy_Critique
Aug 25, 2025 31 likes Why Canadians Are Turning Against …
Feels illegal(ly trafficed) tobe this early! 13:33
Feels illegal(ly trafficed) tobe this early! 13:33
Identity Attack0.022590388
Insult0.025929155
Profanity0.024199532
Threat0.011068452
Severe Toxicity0.0037574768
Low Tox 0.11398677 Low Con 0.27 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
The problem with consultancy and agents doing false promises to student about canada dream getting easy pr and few communities also involved in canada.canada government an NDP opposition want illegal immigrants for they political benefits.
The problem with consultancy and agents doing false promises to student about canada dream getting easy pr and few communities also involved in canada.canada government an NDP opposition want illegal immigrants for they political benefits.
Identity Attack0.073429056
Insult0.046764325
Profanity0.011184863
Threat0.006427396
Severe Toxicity0.0017929077
Low Tox 0.11378009 Constructive 0.504
Sep 28, 2025 IRCC Names India in Study …
One comes with diploma and then they buy a house and ten people move in illegally. It makes for noise neighbors and wear and tear on the infrastructure of the country.
One comes with diploma and then they buy a house and ten people move in illegally. It makes for noise neighbors and wear and tear on the infrastructure of the country.
Identity Attack0.029144434
Insult0.035443626
Profanity0.014361672
Threat0.012647836
Severe Toxicity0.00333786
Low Tox 0.11347008 Moderate Con 0.441
Jun 18, 2025 22 likes How Canada broke its immigration …
Seems like Trumpism to me. These people are doctors and lawyers who came here, and no one is illegal on stolen land.
Seems like Trumpism to me. These people are doctors and lawyers who came here, and no one is illegal on stolen land.
Identity Attack0.033784978
Insult0.058475737
Profanity0.014156717
Threat0.006259101
Severe Toxicity0.0017929077
Low Tox 0.11336674 Moderate Con 0.417 Moral_Argument
Feb 18, 2026 Canadian immigration officers investigating hundreds …
arent there citizen initiative groups organizing and finding these under table workers? all you need to do is go to a construction site half the guys dont know any English.....rich people hire under the table …
arent there citizen initiative groups organizing and finding these under table workers? all you need to do is go to a construction site half the guys dont know any English.....rich people hire under the table house cleaners/nannies......hope they are able to find all these people as the govt isnt going to bother finding the illegals
Identity Attack0.053854458
Insult0.05144889
Profanity0.016172111
Threat0.0077284453
Severe Toxicity0.002670288
Low Tox 0.113263406 Constructive 0.505
Sep 28, 2025 IRCC Names India in Study …
Yes, majority are Indians. But none came illegally, most if not all came here legally with work permits or family immigration, works hard and pay taxes and contribute to society.
Yes, majority are Indians. But none came illegally, most if not all came here legally with work permits or family immigration, works hard and pay taxes and contribute to society.
Identity Attack0.11744241
Insult0.02618698
Profanity0.017504321
Threat0.006330303
Severe Toxicity0.002708435
Low Tox 0.11305673 Constructive 0.571
Sep 19, 2025 20 likes Inside Canada's Indian Metropolis (Brampton)
Another illegal way of coming is tourist visas. Some bribe canadian embassy staff in their home country and get the tourist visa.
Another illegal way of coming is tourist visas. Some bribe canadian embassy staff in their home country and get the tourist visa.
Identity Attack0.05976611
Insult0.039444692
Profanity0.013302735
Threat0.0069646453
Severe Toxicity0.002117157
Low Tox 0.112850055 Moderate Con 0.304 Unverified_Claim
Dec 25, 2025 Deportations From Canada at Their …
Check Brampton and Scarborough you will find 1 million illegals
Check Brampton and Scarborough you will find 1 million illegals
Identity Attack0.06522302
Insult0.030154925
Profanity0.013063621
Threat0.007870848
Severe Toxicity0.0021648407
Low Tox 0.112540044 Low Con 0.21 Unverified_Claim
Sep 28, 2025 1 likes IRCC Names India in Study …
To keep citizens a priority over the influx of immigrants and refugees Denmark had cut welfare benefits to illegal immigrants and refugees and many began leaving to more profitable countries (in benefits). Why has our …
To keep citizens a priority over the influx of immigrants and refugees Denmark had cut welfare benefits to illegal immigrants and refugees and many began leaving to more profitable countries (in benefits). Why has our country not put something like that in place? It definitely would sort out those who came for the 'freebies'.  ~ Denmark's ‘integration benefit'  measure was a significantly lower benefit level being offered to people who have resided in Denmark for less than seven of the past eight years. Foreigners will also receive a financial incentive to learn the language. These were 'integration benefits'. Citizens who have lived outside of the EU (or country?) for seven of the past eight years were also subjected to the new rules. The purpose, to make Denmark a less attractive destination while making it more attractive to work and contribute to Danish society.  It reduced the flow in to a more manageable number.
Identity Attack0.08831879
Insult0.031917825
Profanity0.024814399
Threat0.008401625
Severe Toxicity0.003490448
Low Tox 0.112540044 Constructive 0.608
Jul 19, 2019 3 likes How much do refugees and …
those illegally crossing to Canada are sponsored by no one, that's why they're not immigrant
those illegally crossing to Canada are sponsored by no one, that's why they're not immigrant
Identity Attack0.099899694
Insult0.027730936
Profanity0.012687869
Threat0.006084333
Severe Toxicity0.0022602081
Low Tox 0.112436704 Low Con 0.275
Jan 1, 2018 2 likes How much do refugees and …
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 …
When you live in places like this all over the world, nobody talks about it, and they make it an illegal minefield to complain. It's sad and weird.
When you live in places like this all over the world, nobody talks about it, and they make it an illegal minefield to complain. It's sad and weird.
Identity Attack0.011469335
Insult0.053205602
Profanity0.018187506
Threat0.0066927844
Severe Toxicity0.0018024445
Low Tox 0.112436704 Constructive 0.531 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
You've got it wrong, super wealthy Western countries like Canada, the USA, UK, Scandinavian Nordic countries, Europe, and even Australia don't 'need' immigrants from 3rd/4th world countries. Super wealthy Western countries first priority is to …
You've got it wrong, super wealthy Western countries like Canada, the USA, UK, Scandinavian Nordic countries, Europe, and even Australia don't 'need' immigrants from 3rd/4th world countries. Super wealthy Western countries first priority is to its own native population and country first by investing in them. The new 180 stance on immigration is proof that these super wealthy Western countries are moving forward with stricter immigration policies, a push for increased mass deportation, eliminating Visa/Green Card Holders for certain groups, going after scam related to immigration, rescinding citizenship and deporting non-native populations a lot easier. It's not just Canadians who are sick and tired of all these new people(legal and illegal) but The West in general🇺🇸
Identity Attack0.06749674
Insult0.03665562
Profanity0.015967157
Threat0.008789998
Severe Toxicity0.0032806396
Low Tox 0.112333365 Constructive 0.515 Policy_Critique
Aug 25, 2025 24 likes Why Canadians Are Turning Against …
Europe is tightening up expelling illegal immigration’s and we have them in Canada. This government needs to change. I know I won’t be electing the next time. When liberals are in we pay the price.
Europe is tightening up expelling illegal immigration’s and we have them in Canada. This government needs to change. I know I won’t be electing the next time. When liberals are in we pay the price.
Identity Attack0.07094744
Insult0.029934563
Profanity0.0108774295
Threat0.008453408
Severe Toxicity0.0024032593
Low Tox 0.11223003 Constructive 0.508
Oct 8, 2025 1 likes Why Canadians Are Turning Against …
South @sians dont "integrate / assimilate because they know they dont have to ! They can find whatever community resources (financial, legal, medical, et al) without having to step outside the community. They have been …
South @sians dont "integrate / assimilate because they know they dont have to ! They can find whatever community resources (financial, legal, medical, et al) without having to step outside the community. They have been able to "replicate" India in their Host country. Unfortunately, the Liberal Party's Misguided Multicultur@lism Policies and Incentivization of Illeg@l / Mass Immigration has exacerbated this problem. I think what local Canadians may resent so much is the new Competition for whatever low - wage labour and community resources are left over post Pandemic. Also, if one listens closely (Euro) Canadians) resent the imposition of Old Country religious / group cultural practices have "overflowed" into the public Commons rather than kept private. The unspoken "demand" that Locals get use to these cultural differences / just suck it up causes some rancor.
Identity Attack0.06340405
Insult0.045007613
Profanity0.015625564
Threat0.0067769317
Severe Toxicity0.0028419495
Low Tox 0.11181668 Constructive 0.732 Policy_Critique
Oct 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
how much taxes do they pay? I was in California and they don't have to get a license but they drive cars with no plates on them. In taxachusetts i know a guy who got …
how much taxes do they pay? I was in California and they don't have to get a license but they drive cars with no plates on them. In taxachusetts i know a guy who got in an accident with a truck that was driven by an illegal...he did not have a license and they let him go...the company that owned the truck paid. They get more benefits than us and they pay no taxes. I was unemployed once and had no health care. every place I applied refused me health care so at the end of the year I had to pay a penalty for each month I didn't have health care. What penalty do they pay? I am discriminated against for being a poor white american citizen. This country is a joke and I wish I was never born here.
Identity Attack0.033784978
Insult0.046178754
Profanity0.021535112
Threat0.007974415
Severe Toxicity0.0031852722
Low Tox 0.11171334 Constructive 0.694
Oct 7, 2018 2 likes How much do refugees and …
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...
A drop in the bucket compared to the money we tax payers have shelled out to house bogus Roxham roaders. These so called refugee lawyers, advocates, and NGOs have a vested interest in keeping a …
A drop in the bucket compared to the money we tax payers have shelled out to house bogus Roxham roaders. These so called refugee lawyers, advocates, and NGOs have a vested interest in keeping a steady stream of illegals coming through because that's how their bread is buttered but more importantly its a specific world view. But the media is all in on this worldview so its an echo chamber.
Identity Attack0.054763943
Insult0.04090862
Profanity0.014771583
Threat0.0069646453
Severe Toxicity0.002336502
Low Tox 0.11150667 Moderate Con 0.387
Dec 24, 2025 2 likes Deportations From Canada at Their …
Temporary foreign workers. The term temporary means not permanent!! You have to go, you have to go. Of the system wasn’t so abused by millions in the country illegally this might not be happening. Mass …
Temporary foreign workers. The term temporary means not permanent!! You have to go, you have to go. Of the system wasn’t so abused by millions in the country illegally this might not be happening. Mass migration is not working. You can’t just let anyone in.
Identity Attack0.059311368
Insult0.028502205
Profanity0.014839902
Threat0.007353018
Severe Toxicity0.0022792816
Low Tox 0.11057663 Constructive 0.507 Policy_Critique
Nov 22, 2025 Quebec Ends Economic Immigration Program …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …

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.