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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: "If they are here illegally …" 638 comments · Page 24 of 26
Using a knife in Canada for self defense is illegal
Using a knife in Canada for self defense is illegal
Identity Attack0.029917859
Insult0.017872108
Profanity0.014634945
Threat0.04029291
Severe Toxicity0.0034713745
Low Tox 0.08795626 Low Con 0.157 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
To stop opening borders of illegal immigrants cause by Biden and Harris.
To stop opening borders of illegal immigrants cause by Biden and Harris.
Identity Attack0.06218508
Insult0.006253139
Profanity0.000059777693
Threat0.0023395147
Severe Toxicity0.000008915143
Low Tox 0.085878745
Dec 9, 2025
Most of those who disappeared have been found living illegally in US. Trump was right again
Most of those who disappeared have been found living illegally in US. Trump was right again
Identity Attack0.038425524
Insult0.022190686
Profanity0.012277958
Threat0.008531082
Severe Toxicity0.002117157
Low Tox 0.083999306 Low Con 0.249 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
🫠 800 illegal colleges in Ontario. Do you want your kids to go to Stanford? There is one in Brampton ❤😂
🫠 800 illegal colleges in Ontario. Do you want your kids to go to Stanford? There is one in Brampton ❤😂
Identity Attack0.029402243
Insult0.025284592
Profanity0.0118338885
Threat0.006330303
Severe Toxicity0.0015735626
Low Tox 0.083999306 Moderate Con 0.31
Oct 2, 2025 3 likes IRCC Names India in Study …
We are not a trump nation. F ice and Canadian ice. No one is illegal. Rip good and pretti
We are not a trump nation. F ice and Canadian ice. No one is illegal. Rip good and pretti
Identity Attack0.018470341
Insult0.028832749
Profanity0.020100424
Threat0.007145886
Severe Toxicity0.0024604797
Low Tox 0.08241652 Moderate Con 0.323 Moral_Argument
Feb 18, 2026 Canadian immigration officers investigating hundreds …
They're not missing. They are working for their relatives illegally in businesses. Many of them have taken up in criminal organizations. They only "applied" to a school for the paperwork to support living in Canada.
They're not missing. They are working for their relatives illegally in businesses. Many of them have taken up in criminal organizations. They only "applied" to a school for the paperwork to support living in Canada.
Identity Attack0.027815815
Insult0.032248367
Profanity0.011133623
Threat0.0062267366
Severe Toxicity0.0014686584
Low Tox 0.08241652 Moderate Con 0.459 Unverified_Claim
Sep 29, 2025 12 likes IRCC Names India in Study …
2015 - Zero illegal immigrants. 2016 - 2.6 million illegal immigrants. 20,000 deportation per year is just a drop in the bucket. *Need to raise it to 100,000 per year to see real results.*
2015 - Zero illegal immigrants. 2016 - 2.6 million illegal immigrants. 20,000 deportation per year is just a drop in the bucket. *Need to raise it to 100,000 per year to see real results.*
Identity Attack0.051353373
Insult0.019547975
Profanity0.010587076
Threat0.006757513
Severe Toxicity0.0017166138
Low Tox 0.08004235 Moderate Con 0.376 Unverified_Claim
Feb 8, 2026 Deportations From Canada at Their …
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this …
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this time it is happening through modern immigration and citizenship policies rather than conquest. Brampton is increasingly becoming Indian-dominant, not because of organic assimilation, but because Canadian government policies have allowed unchecked immigration, easy pathways to citizenship, and weak enforcement against illegal overstays. This demographic shift is a direct consequence of Canadian governance decisions, not the actions of immigrants alone. It is also important to acknowledge an uncomfortable reality: while many Indians in Brampton are hardworking, skilled, and law-abiding, there are individuals living there who are reportedly facing criminal charges or are wanted in India, yet continue to remain abroad due to legal loopholes, slow extradition processes, or a lack of coordination between governments. Ignoring this issue only undermines trust and accountability. Ultimately, the responsibility lies with the Canadian government. Citizenship is granted by Canada, not India. If Brampton is changing rapidly in its cultural and demographic makeup, it is because policymakers chose growth without proper planning, enforcement, or integration. History shows that when governments ignore demographic balance and social cohesion, long-term consequences follow—regardless of which group is involved.
Identity Attack0.04538634
Insult0.0279513
Profanity0.013985921
Threat0.0074436385
Severe Toxicity0.0020599365
Low Tox 0.079250954 Constructive 0.67
Jan 4, 2026 Inside Canada's Indian Metropolis (Brampton)
I’m from Vermont, I was floored when you mentioned crossing into here. Just know that some locals held illegals at gun point last year until border agents showed up 🙂 people take that pretty serious …
I’m from Vermont, I was floored when you mentioned crossing into here. Just know that some locals held illegals at gun point last year until border agents showed up 🙂 people take that pretty serious here.
Identity Attack0.034042787
Insult0.024511116
Profanity0.013610168
Threat0.008556974
Severe Toxicity0.0019359589
Low Tox 0.079250954 Constructive 0.674 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Millions staying here illegally…they have no way of tracking or removing?
Millions staying here illegally…they have no way of tracking or removing?
Identity Attack0.037909906
Insult0.018129934
Profanity0.011201942
Threat0.010291707
Severe Toxicity0.0022220612
Low Tox 0.07687678 Low Con 0.19
Dec 25, 2025 1 likes Deportations From Canada at Their …
Canadians are turning against mass and Illegal immigration For Immigration to be a success all round a country needs to have a clear vision of its immediate for its needs and accord immigration opportunity only …
Canadians are turning against mass and Illegal immigration For Immigration to be a success all round a country needs to have a clear vision of its immediate for its needs and accord immigration opportunity only to those it needs and that as a privilege -NO ONE has any rights to coming to Canada and those who are accorded such an opportunity need to understand clearly that they are opting for a new way of life that gives them opportunity and must be prepared psychologically to adapt and contribute -This concept has been brutalized in recent decades and law order and expectations have been trampled on -Hence today’s situation-a Canadian who came according to law and embraced Canada its way of life and Canadians
Identity Attack0.035589635
Insult0.029053112
Profanity0.012107162
Threat0.006977591
Severe Toxicity0.0019931793
Low Tox 0.075294 Constructive 0.616 Policy_Critique
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
See the thing about the knife to protect yourself, that is incredibly illegal in Canada It's an offense to carry anything for self-defense. Would probably get in more trouble than the trafficker if we're being …
See the thing about the knife to protect yourself, that is incredibly illegal in Canada It's an offense to carry anything for self-defense. Would probably get in more trouble than the trafficker if we're being honest
Identity Attack0.015355183
Insult0.025542418
Profanity0.013507691
Threat0.011327368
Severe Toxicity0.0021362305
Low Tox 0.075294 Constructive 0.563 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
The exact same thing is happening in Australia, there is an estimated over 300,000 people here, mainly Indians that are here illegally. Their visas have expired or have been cancelled and are refusing to leave. …
The exact same thing is happening in Australia, there is an estimated over 300,000 people here, mainly Indians that are here illegally. Their visas have expired or have been cancelled and are refusing to leave. Our government has done nothing to force them to leave.
Identity Attack0.06749674
Insult0.017420914
Profanity0.013576009
Threat0.006874025
Severe Toxicity0.0019073486
Low Tox 0.07371122 Constructive 0.638 Comparative_Framing
Sep 29, 2025 IRCC Names India in Study …
Housing crisis is all that comes to mind. We don't have the infrastructure to welcome anyone else, period. Let alone the people who are here illegally under false pretenses.
Housing crisis is all that comes to mind. We don't have the infrastructure to welcome anyone else, period. Let alone the people who are here illegally under false pretenses.
Identity Attack0.0233943
Insult0.023866551
Profanity0.0113727385
Threat0.007068211
Severe Toxicity0.0012397766
Low Tox 0.069754265 Constructive 0.517 Economic_Argument
Oct 1, 2025 IRCC Names India in Study …
So it’s an invasion because they entered illegally or legal ?
So it’s an invasion because they entered illegally or legal ?
Identity Attack0.03636306
Insult0.017485369
Profanity0.013302735
Threat0.0066280556
Severe Toxicity0.00166893
Low Tox 0.069754265 Low Con 0.2 Question
Feb 17, 2026 Inside Canada's Indian Invasion...
I don't get it. Why do they want to cross illegally to the USA? Isn't Canada already a great country? What is better?
I don't get it. Why do they want to cross illegally to the USA? Isn't Canada already a great country? What is better?
Identity Attack0.04435511
Insult0.01819439
Profanity0.011560614
Threat0.006317357
Severe Toxicity0.0017547607
Low Tox 0.069754265 Moderate Con 0.323 Question
Feb 11, 2026 Inside Canada's Indian Invasion...
This also gives boarder officers on the Canadian side a chance to catch illegals in Canada.
This also gives boarder officers on the Canadian side a chance to catch illegals in Canada.
Identity Attack0.029064666
Insult0.0028422717
Profanity0.00007324423
Threat0.0070558563
Severe Toxicity0.000010514521
Low Tox 0.06938526 Policy_Critique
Dec 10, 2025
Yeah, that means nothing. Rules don’t apply to illegal Liberal votes.
Yeah, that means nothing. Rules don’t apply to illegal Liberal votes.
Identity Attack0.032753747
Insult0.024382202
Profanity0.012585391
Threat0.006440342
Severe Toxicity0.0013160706
Low Tox 0.06896287 Low Con 0.179
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
I teach language (English and French)as a volunteer at a community center in Canada, and I meet some newcomers who come with their college (University in Canada) diplomas illegally, not to pass the language exam …
I teach language (English and French)as a volunteer at a community center in Canada, and I meet some newcomers who come with their college (University in Canada) diplomas illegally, not to pass the language exam or the legal immigration steps, but to pay expenses. That's sad because other legal immigrants pay for private courses for learning English or French for their exams, which makes them ready to speak and contribute to their adoptive countries for the first weeks. They are angrier than people who actually live here! On this issue
Identity Attack0.035847444
Insult0.027347196
Profanity0.012995303
Threat0.006653947
Severe Toxicity0.001745224
Low Tox 0.06817148 Constructive 0.815
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
I do not blame the immigrants, most immigrants didn’t come crossing the border illegally the government brought them and there’s no integration system whatsoever so again Canadians voted for the same government- so it seems …
I do not blame the immigrants, most immigrants didn’t come crossing the border illegally the government brought them and there’s no integration system whatsoever so again Canadians voted for the same government- so it seems like Canadians are happy with this.
Identity Attack0.051353373
Insult0.019547975
Profanity0.010501678
Threat0.006162008
Severe Toxicity0.0014972687
Low Tox 0.06817148 Constructive 0.55
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Commonizing legal people with illegal ones, we should stop calling out common names for the people who never done anything wrong.
Commonizing legal people with illegal ones, we should stop calling out common names for the people who never done anything wrong.
Identity Attack0.036105253
Insult0.019999169
Profanity0.012346277
Threat0.007637825
Severe Toxicity0.0015926361
Low Tox 0.0665887 Moderate Con 0.458
Sep 30, 2025 IRCC Names India in Study …
When generations immigrated to Canada many years ago they were not given thousands of dollars, and were expected to up hold the law. Now the goverment is allowing illegal migrants and working visas that are …
When generations immigrated to Canada many years ago they were not given thousands of dollars, and were expected to up hold the law. Now the goverment is allowing illegal migrants and working visas that are long outdated into the country for liberal votes, so they can remain in power
Identity Attack0.03894114
Insult0.02283525
Profanity0.010211324
Threat0.0061231707
Severe Toxicity0.0012683868
Low Tox 0.0665887 Moderate Con 0.487
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
This is Alberta, they should check out the number here in Ontario, unbelievable what our Government allows here in Canada. It's time the people stood up and spoke up for our rights. People have a …
This is Alberta, they should check out the number here in Ontario, unbelievable what our Government allows here in Canada. It's time the people stood up and spoke up for our rights. People have a right to live where they want, but if you're illegal and taking out jobs send them back.
Identity Attack0.026207991
Insult0.023608726
Profanity0.010757872
Threat0.007327127
Severe Toxicity0.0016021729
Low Tox 0.06579731 Constructive 0.6
Sep 30, 2025 11 likes IRCC Names India in Study …
📖 Rapid Indian Immigration in Canadian Cities (0:00 - 2:10) ├─ 0:00 Racism and Stereotypes Against Indian Immigrants ├─ 0:32 Mass Migration of Indian Immigrants to Canada ├─ 1:00 Human Smuggling and Immigration Issues └─ …
📖 Rapid Indian Immigration in Canadian Cities (0:00 - 2:10) ├─ 0:00 Racism and Stereotypes Against Indian Immigrants ├─ 0:32 Mass Migration of Indian Immigrants to Canada ├─ 1:00 Human Smuggling and Immigration Issues └─ 1:50 Immigration and Cultural Assimilation in Canada 📖 Impact of Indian Immigration on Local Communities (2:10 - 3:20) └─ 2:10 Impact of Indian Immigration on Local Communities 📖 Racial Tensions and Demographic Changes in Bmpton (3:20 - 4:38) ├─ 3:20 Racial Diversity and Demographic Changes └─ 3:58 Racial Tensions and Experiences in Multicultural Settings 📖 Racism and Xenophobia in Canadian Communities (4:38 - 6:09) ├─ 4:38 Racism and Xenophobia in Canadian Communities ├─ 5:14 Negative Views on Immigration and Cultural Differences └─ 5:49 Consequences of Demographic Replacement in Bmpton 📖 Driving Habits and Road Safety Concerns (6:09 - 7:30) ├─ 6:09 Distracted and Aggressive Driving in Canada ├─ 6:43 Poor Driving Habits in Canada └─ 7:04 Distracted Driving in Bmpton Residents 📖 Indian Immigration and Economic Impact (7:30 - 8:48) ├─ 7:30 Immigrant Experiences in Canada's Indian Community └─ 8:17 Rise of Ethnic Nationalism in Canada 📖 Hanuman Symbolism in Multicultural Communities (8:48 - 10:25) ├─ 8:48 Canada's Changing Demographics and Cultural Symbols ├─ 9:29 Earning Money through Mobile Games └─ 9:58 Making Money with Mobile Apps 📖 Punjabi Independence Movement and Human Smuggling (10:25 - 11:46) ├─ 10:25 Punjab Independence Movement and Kalistan ├─ 10:50 India's Economic and Political Challenges └─ 11:13 Human Smuggling Across the Canada-US Border 📖 Human Trafficking Sting Operation Setup (11:46 - 13:34) ├─ 11:46 Arranging a Pickup for Human Trafficking ├─ 12:20 Human Trafficking Sting Operation Risks and Preparations └─ 12:50 Human Trafficking and Kidnapping Fears and Preparations 📖 Human Trafficking through Student Visa Scams (13:34 - 14:49) 📖 Crossing the US-Canada Border Illegally (14:49 - 16:56) ├─ 14:49 Crossing the US-Canada Border Illegally ├─ 15:20 Crossing the Canadian Border Anxieties ├─ 15:50 Traveling to Canada in Winter └─ 16:18 Phone Theft and Harassment Tactics 📖 Crossing the Border Illegally with a Smuggler (16:56 - 18:21) ├─ 16:56 Crossing the Border Illegally in Canada ├─ 17:29 Smuggling Items Past Border Patrol └─ 17:53 Safety Concerns in Traveling to Canada 📖 Human Smuggling Operation in Canada (18:21 - 22:02) ├─ 18:21 Crossing the Border Illegally with Smugglers ├─ 19:04 Emergency Preparations and Safe Houses └─ 19:45 Human Smuggling Operations in Canada Exposed
Identity Attack0.06249457
Insult0.02212623
Profanity0.019690514
Threat0.0104988385
Severe Toxicity0.005302429
Low Tox 0.06500591 Constructive 0.543
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
So, they gonna track down the 90,000 “students” they’ve lost track of … ( it’s actually closer to 500,000 ) or deport the more than 2,000,000 here illegally they do know about ?
So, they gonna track down the 90,000 “students” they’ve lost track of … ( it’s actually closer to 500,000 ) or deport the more than 2,000,000 here illegally they do know about ?
Identity Attack0.021183543
Insult0.017936565
Profanity0.012141321
Threat0.010032792
Severe Toxicity0.0018024445
Low Tox 0.06421452 Low Con 0.295 Unverified_Claim
Oct 1, 2025 1 likes 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.