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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 21 of 26
Yup time to go home that’s ILLEGAL
Yup time to go home that’s ILLEGAL
Identity Attack0.048737846
Insult0.03522326
Profanity0.017982552
Threat0.0072365063
Severe Toxicity0.0038719177
Low Tox 0.15158679 Low Con 0.222
Jan 16, 2026 2.9 million Canadian temporary visas …
It's not a Liberal or Conservative issue any longer. Unless someone is hiding under the rock, there is no way to avoid facing the effects of Liberal disastrous immigration over past 10 yrs. Before 2015, …
It's not a Liberal or Conservative issue any longer. Unless someone is hiding under the rock, there is no way to avoid facing the effects of Liberal disastrous immigration over past 10 yrs. Before 2015, illegal immigration = 0 🟢By end of 2026, temporary residents with expired and illegal status = 2.6 million ⏳Illegal immigration is promoting a vast underground economy and destroying Canada each day. *20,000 deportations/year is just a drop in the bucket-it needs to be 100,000+ for real change.* ✈💥
Identity Attack0.068465814
Insult0.06529768
Profanity0.01764096
Threat0.009281937
Severe Toxicity0.0035095215
Low Tox 0.15158679 Moderate Con 0.449 Policy_Critique
Feb 25, 2026 'We do know that there's …
no one is illegal on stolen land
no one is illegal on stolen land
Identity Attack0.061130337
Insult0.036325075
Profanity0.027000591
Threat0.008375733
Severe Toxicity0.0043296814
Low Tox 0.15103401 Low Con 0.19 Moral_Argument
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
In short, we need clean air to breathe. Those who are in the country illegally should be sent back if they do not leave voluntarily.
In short, we need clean air to breathe. Those who are in the country illegally should be sent back if they do not leave voluntarily.
Identity Attack0.08500996
Insult0.03070583
Profanity0.013507691
Threat0.024062606
Severe Toxicity0.004310608
Low Tox 0.14950264 Moderate Con 0.421 Policy_Critique
Jan 15, 2026 173 likes 2.9 million Canadian temporary visas …
All illegal immigrants and so-called refugees have the right to come to Canada for better life.
All illegal immigrants and so-called refugees have the right to come to Canada for better life.
Identity Attack0.11512129
Insult0.03522326
Profanity0.015454767
Threat0.0061231707
Severe Toxicity0.0025749207
Low Tox 0.147767 Moderate Con 0.307
Nov 14, 2018 1 likes How much do refugees and …
How many came illegal in the same time frame as well legal but yet money spent forlegal cases ! Only reason is our liberal government allowed the overflow so that we get fed up and …
How many came illegal in the same time frame as well legal but yet money spent forlegal cases ! Only reason is our liberal government allowed the overflow so that we get fed up and allow them in with no fight.
Identity Attack0.078392304
Insult0.047935467
Profanity0.016957775
Threat0.008919456
Severe Toxicity0.0031852722
Low Tox 0.1460314 Moderate Con 0.34
Dec 29, 2025 Deportations From Canada at Their …
to answer your question... ''is canada being used as a stepping stone to sneak into the usa?'' ummm....no. why would people who are in canada legally on the path to citizenship trade that for the …
to answer your question... ''is canada being used as a stepping stone to sneak into the usa?'' ummm....no. why would people who are in canada legally on the path to citizenship trade that for the uncertainty of being an illegal alien?
Identity Attack0.08583717
Insult0.06023245
Profanity0.011628932
Threat0.0064079775
Severe Toxicity0.0024986267
Low Tox 0.14429577 Moderate Con 0.331
Jan 27, 2026 Inside Canada's Indian Invasion...
If the many deportations is true, why do judges keep on protecting illegal aliens from being returned back to their country?? Is this more “bait and switch “? Also government pays for deportations?? I really …
If the many deportations is true, why do judges keep on protecting illegal aliens from being returned back to their country?? Is this more “bait and switch “? Also government pays for deportations?? I really hope the payment is a loan those people must pay back…
Identity Attack0.10221587
Insult0.033680726
Profanity0.012004685
Threat0.008466354
Severe Toxicity0.002937317
Low Tox 0.1373533 Moderate Con 0.345
Dec 24, 2025 1 likes Deportations From Canada at Their …
Too many illegal asylum seekers coming in from the Quebec border sanctuary cities like Toronto, Brampton, Mississauga, Montreal, and the greater GTA
Too many illegal asylum seekers coming in from the Quebec border sanctuary cities like Toronto, Brampton, Mississauga, Montreal, and the greater GTA
Identity Attack0.10221587
Insult0.04207976
Profanity0.011594773
Threat0.006058442
Severe Toxicity0.0024414062
Low Tox 0.1373533 Moderate Con 0.332 Fear_Threat
Feb 24, 2026 8 likes 'We do know that there's …
bro broadcasted himself illegally crossing the border
bro broadcasted himself illegally crossing the border
Identity Attack0.04048799
Insult0.030044744
Profanity0.025634222
Threat0.0104988385
Severe Toxicity0.0035476685
Low Tox 0.1373533 Low Con 0.258 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
human trafficking is illegal, immigration lawyers are legal
human trafficking is illegal, immigration lawyers are legal
Identity Attack0.059311368
Insult0.024124376
Profanity0.028640235
Threat0.010239923
Severe Toxicity0.0050354004
Low Tox 0.13388206 Low Con 0.229 Moral_Argument
Jan 20, 2026 Why Canada’s immigration system has …
The problem is not Indian, but who are coming to Canada in the name of students. Some persons who try to do illegal activities, need more men for that and they are coming in the …
The problem is not Indian, but who are coming to Canada in the name of students. Some persons who try to do illegal activities, need more men for that and they are coming in the name of students, and those are the same who did illegal things in India. All the chaos is because government not filtering enough the people coming to Canada
Identity Attack0.12208464
Insult0.032138187
Profanity0.013131939
Threat0.006912862
Severe Toxicity0.0026512146
Low Tox 0.13388206 Moderate Con 0.353 Policy_Critique
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
The immigration and HR Lawyers are the main people who fight for wrong people to be in the country. They dont get paid if the illegal aliens are removed when their application is found inadmissible
The immigration and HR Lawyers are the main people who fight for wrong people to be in the country. They dont get paid if the illegal aliens are removed when their application is found inadmissible
Identity Attack0.10221587
Insult0.034451995
Profanity0.01309778
Threat0.009230154
Severe Toxicity0.0030899048
Low Tox 0.13214645 Low Con 0.263
Dec 29, 2025 Deportations From Canada at Their …
Self defense is illegal in Canada 😂 not even allowed pepper spray
Self defense is illegal in Canada 😂 not even allowed pepper spray
Identity Attack0.06929302
Insult0.042665333
Profanity0.01887069
Threat0.007586042
Severe Toxicity0.0037002563
Low Tox 0.13041082 Low Con 0.203 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
You definitely need to come to the uk and report on the illegal immigration problems it's dangerous and would be great exposure!!!
You definitely need to come to the uk and report on the illegal immigration problems it's dangerous and would be great exposure!!!
Identity Attack0.08252834
Insult0.032248367
Profanity0.013439372
Threat0.008336896
Severe Toxicity0.0031089783
Low Tox 0.13041082 Constructive 0.648 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
It's about time Canada is controlling this ILLEGALS situations.
It's about time Canada is controlling this ILLEGALS situations.
Identity Attack0.099899694
Insult0.042665333
Profanity0.012277958
Threat0.0072106146
Severe Toxicity0.0032424927
Low Tox 0.1269396 Low Con 0.21 Policy_Critique
Dec 30, 2025 1 likes Deportations From Canada at Their …
Why do people keep assuming that you just jump the border and get into Canada? Keep crying. Everybody here came legally, so stop assuming otherwise. Just because you see a lot of us doesn’t mean …
Why do people keep assuming that you just jump the border and get into Canada? Keep crying. Everybody here came legally, so stop assuming otherwise. Just because you see a lot of us doesn’t mean anyone came illegally. Is it our fault there are many of us? Most foreigners can’t even pass the IELTS to qualify for a study or work visa, so either accept it or move on.
Identity Attack0.055673428
Insult0.047349896
Profanity0.01627459
Threat0.0074565844
Severe Toxicity0.0027656555
Low Tox 0.12520397 Moderate Con 0.481 Moral_Argument
Sep 21, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately pause all new immigration from India until systemic abuses are fixed. This is not xenophobia—it is evidence-based policy …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately pause all new immigration from India until systemic abuses are fixed. This is not xenophobia—it is evidence-based policy to protect Canadian jobs, housing, healthcare, and social cohesion from documented exploitation. 1. Failure to Assimilate: Parallel Societies Indian newcomers are building insulated communities rather than integrating: Enrolling children in private ethnic schools that teach Punjabi/Gujarati/Hindi first, Canadian history second. Erecting religious/cultural statues (e.g., Sikh soldiers, Hindu deities) that symbolize India, not Canada. Hiring almost exclusively within their networks—creating ethnic enclaves in Brampton, Surrey, and Abbotsford. Result: Two-tier citizenship where one group opts out of shared Canadian identity. 2. Systematic Fraud & Loophole Exploitation IRCC data shows India as the #1 source of immigration fraud: Diploma mills: Over 100 Punjab-based “colleges” exist solely to sell student visas. Graduates demand PR after 6–12 months of attendance. Staffing note: Many of these fake schools hire only Indian instructors and administrators. Chain migration: One student sponsors parents → parents sponsor siblings → endless loop. Elderly parents (65+) arrive with zero tax history yet access free healthcare and OAS/GIS top-ups. Driver’s license fraud: Punjabi-language road tests in India allegedly purchased for $500–$1,000; new arrivals cause chaos on GTA roads. Leadership capture: IRCC Regional Director – Harpreet Kochhar Deputy Minister (Citizenship) – Pemi Gill Director of Fraud Detection – Aiesha Zafar → 79,000+ “lost” Indian files (2024 Auditor General report). Demand their removal for incompetence and conflict of interest. 3. Healthcare & Professional Capture: Profit-Driven Abuse Indian-trained professionals now dominate key sectors and prioritize their own community: Veterinarians & physicians: Order excessive tests (MRIs, blood panels, ultrasounds) on healthy pets/patients to inflate billings. Ontario Veterinary College audits (2023) show Indian-owned clinics average 3.2× more procedures per visit than Canadian peers. Hospital wait-list manipulation: Indian-descended administrators in GTA hospitals (e.g., Brampton Civic, William Osler) fast-track Indian patients via “family referrals,” pushing Canadians to 12–18 month delays for knee/hip replacements. Pharmacy chains: Indian-owned Shoppers Drug Mart franchises in Peel Region refuse to hire non-Indian pharmacists; staff counsel Indian patients to stockpile free meds under Trillium Drug Program. Result: Canadians pay taxes for a system that now serves insiders first. 4. Housing & Resource Monopoly Real-estate bidding rings: Indian investor groups (often 8–12 families pooling funds) outbid Canadian first-time buyers by 20–40 % in Brampton, Mississauga, and Surrey. CMHC data (2024): 62 % of multiple-offer wins in these cities involve Indian surnames. Illegal basement suites: 40,000+ unpermitted units in Peel Region—90 %+ rented exclusively to Indian students/newcomers, bypassing fire codes and municipal taxes. Food-bank abuse: Brampton food banks report 75 % of users are Indian international students with $60 k tuition-paid status—yet eligible for free groceries while Canadian seniors are turned away. 5. Unsustainable Strain on Resources Birth rates: Indian-Canadian fertility ~2.8 vs national 1.4 (StatsCan 2023). Strategic demographic expansion drains schools, maternity wards, and child-tax benefits. Job displacement: Nepotism in trucking, security, and hospitality pushes Canadian-born workers aside. Example: Tim Hortons franchises in Peel Region—90 % Indian staff, zero ads on Indeed. Welfare despite employment: PGWP holders earn $18–22/hr in cash-heavy roles yet qualify for GST/HST credits and Ontario Trillium Benefit. 6. Imported Crime & Work Ethic Issues Gang violence: Brampton/Surrey now rival Toronto for Indo-Canadian gang shootings (Peel Police 2024). Fraud rings: $2 B+ in CESTB/CEBA scams traced to Punjab call centres. Workplace corners-cutting: Health Canada inspections cite Indian-owned pharmacies for fake prescriptions; MTO flags Indian-heavy trucking firms for log-book fraud. Immediate Policy Demands 180-day moratorium on all Indian visas (study, work, visitor). Close 150+ diploma mills; revoke licences of agents in Punjab/Chandigarh. End parental sponsorship for anyone over 55 with <10 years Canadian tax residency. Mandate public-school enrollment for all PR children; no public funding for ethnic private schools. Fire & replace Kochhar, Gill, Zafar—appoint independent auditors. PR points overhaul: Minimum 5 years continuous skilled work + CLB 9 English + clean police record. Healthcare audit: Cap billing per patient; random audits of Indian-owned clinics/hospitals. Housing registry: Ban cash offers >10 % above asking; require proof of 5-year Canadian income for multiple-property purchases. Canadians citizens who contributed and work hard to built this country must be prioritize. Full stop! The evidence is public, parliamentary, and police-reported. Ignore the “racism” label—protect the country before these Indians takeover completely takes over Canada.
Identity Attack0.10699738
Insult0.037980765
Profanity0.014225035
Threat0.008272167
Severe Toxicity0.0035095215
Low Tox 0.12520397 Constructive 0.581
Oct 29, 2025 Why Canadians Are Turning Against …
Canada's population is now almost 10% Indian, maybe more if we can accurately count the ones illegally staying in the country (trust me there's lots). That is THE HIGHEST percentage of Indian population from any …
Canada's population is now almost 10% Indian, maybe more if we can accurately count the ones illegally staying in the country (trust me there's lots). That is THE HIGHEST percentage of Indian population from any non-Hindu/Muslim majority country, and second in TOTAL only to the United States, who has 10x our population. Think about that.
Identity Attack0.1714862
Insult0.025929155
Profanity0.012995303
Threat0.0063432488
Severe Toxicity0.002822876
Low Tox 0.12520397 Constructive 0.519
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
"Bought a knife to protect myself." It is illegal to carry anything for self defense purposes in Canada. The knife has to be for lunch.
"Bought a knife to protect myself." It is illegal to carry anything for self defense purposes in Canada. The knife has to be for lunch.
Identity Attack0.015053716
Insult0.019032324
Profanity0.0127561875
Threat0.13815513
Severe Toxicity0.0064086914
Low Tox 0.123468354 Moderate Con 0.31
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 …
They are in the US many go there illegally
They are in the US many go there illegally
Identity Attack0.09659086
Insult0.028392024
Profanity0.021398475
Threat0.007301235
Severe Toxicity0.0027275085
Low Tox 0.123468354 Low Con 0.22 Unverified_Claim
Sep 29, 2025 1 likes IRCC Names India in Study …
"We don't have them" -Guy who works in an office and profits from both legal and illegal immigrants
"We don't have them" -Guy who works in an office and profits from both legal and illegal immigrants
Identity Attack0.10221587
Insult0.033239998
Profanity0.012551232
Threat0.0062526283
Severe Toxicity0.0021076202
Low Tox 0.12260055 Moderate Con 0.309 Policy_Critique
Jan 20, 2026 1 likes Why Canada’s immigration system has …
“As an Indian, I feel embarrassed by what some people are doing in the UK, Canada, the US, Australia, and New Zealand. It is not fair. I believe that if a country gives you a …
“As an Indian, I feel embarrassed by what some people are doing in the UK, Canada, the US, Australia, and New Zealand. It is not fair. I believe that if a country gives you a chance to build a better life, then it is your responsibility to contribute positively to that country. Instead, some people are involved in illegal activities, and because of this, many truly talented Indian students are suffering.”
Identity Attack0.10221587
Insult0.034672357
Profanity0.019075647
Threat0.007637825
Severe Toxicity0.0028038025
Low Tox 0.11912931 Constructive 0.67 Personal_Narrative
Jan 12, 2026 1 likes IRCC Names India in Study …
Go after the employers of illegals if you want to tackle the problem.
Go after the employers of illegals if you want to tackle the problem.
Identity Attack0.10221587
Insult0.029934563
Profanity0.01309778
Threat0.009437286
Severe Toxicity0.002708435
Low Tox 0.1182615 Low Con 0.254 Policy_Critique
Sep 30, 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.