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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: "This is all by design, …" 79 comments · Page 3 of 4
Frankly, I don’t blame the Indian people. Most of them seek better opportunities and stability, and their decision to migrate is often driven by economic hardships, political instability, or a lack of educational resources in …
Frankly, I don’t blame the Indian people. Most of them seek better opportunities and stability, and their decision to migrate is often driven by economic hardships, political instability, or a lack of educational resources in their homeland. Why would they not accept coming here if they see potential for a brighter future ? Furthermore, they don’t have pathways to citizenship offered by the government; there are no well-defined courses or integration programs designed to help newcomers become fully part of the society. Instead, they are arriving in basically what is a new India. They are welcome with open arms and new rights as Canadians, without the responsibilities that SHOULD go with it. So, the entire culprit is our Canadian government. This situation is part of a much larger, global agenda aimed at sowing division among populations to weaken national unity. The phrase _Divide et Impera_ (Divide and Conquer) highlights this tactic. The Canadian government is orchestrating this strategy, intentionally aligned with the nefarious 2030 agenda. This agenda calls to flood the White Christian Western world with massive immigration, which will erode cultural and national identities. The ultimate goal is to strip nations of their cultural and historical identities, making their populations more dependent on the State to provide a new identity. This dependency is projected to lead to the implementation of digital identification systems, biometric tracking, and other dystopian technological measures. These politicians on both sides are NOT humanists. The overarching aim is not merely human advancement but transhumanism — merging humans with technology — which is pure evil, even demonic, a plan to transform human existence radically. A plot to erase humanity as we know it. This is also the real reason and rationale behind the trans agenda. You can be whatever you want if you identify with it. Now, how about a cyborg, the singularity or what is called humankind 2.0 ? They will try to get it with WW3. The mandates will be said to be good for us, as they will procure a false sense of security in every country on Earth. They need India to go against the Muslim world. Canada has accepted this for the novus ordo seclorum of nations. You probably heard the saying that governments are NOT elected, but selected. That’s true. Our system is an illusion of democracy. They needed these far-left Liberals for these objectives and many others. Then, when it will be too much and order for the chaos, they will count on the far right to go to war. There will be two coalitions: the Western nations + Israel 🇮🇱 + some arab countries like Saudi Arabia 🇸🇦, Jordan 🇯🇴, Syria 🇸🇾 + Ukraine 🇺🇦 + India 🇮🇳 + Japan 🇯🇵 + South Korea 🇰🇷 *VS* the Arab League + Russia 🇷🇺 + China 🇨🇳 + North Korea 🇰🇵. The worst in all of that is that Freemasonry controlled both sides and their political leaders. They play on both sides, as in WW1 and WW2.
Identity Attack0.12208464
Insult0.03588435
Profanity0.025907494
Threat0.007961469
Severe Toxicity0.003490448
Low Tox 0.13388206 Constructive 0.617 Unverified_Claim
Oct 12, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Our so called leaders have criminally let down Canadians! A complete giveaway without Assimilation requirements? How does this benefit Canada or our social system. They’ve contributed nothing all on assistance from funds and programs designed …
Our so called leaders have criminally let down Canadians! A complete giveaway without Assimilation requirements? How does this benefit Canada or our social system. They’ve contributed nothing all on assistance from funds and programs designed to support us Canadian citizens. 🤬…
Identity Attack0.038167715
Insult0.054962315
Profanity0.014054239
Threat0.0077284453
Severe Toxicity0.0023937225
Low Tox 0.11429678 Moderate Con 0.42
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
we can tell it's all by design..look around, the mass immigration isn't just canada..it's the uk, france, germany, austrialia, new zealand, ireland, and any other 1st world country. They literally have wiped out any culture …
we can tell it's all by design..look around, the mass immigration isn't just canada..it's the uk, france, germany, austrialia, new zealand, ireland, and any other 1st world country. They literally have wiped out any culture the natural citizens had, replaced by ideology. Why is it mostly military aged men?? Who leaves their family and goes to another country??? Why are all these countries paying these immigrants, asylum/refugee so much money, literally almost 4 x what a senior gets?
Identity Attack0.07591068
Insult0.030265106
Profanity0.0147374235
Threat0.0070034824
Severe Toxicity0.0033187866
Low Tox 0.11212669 Moderate Con 0.437 Unverified_Claim
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
It is incredible how some people overlook the fact that the Indian community is a pillar of the Canadian economy. If this community stopped working for just 24 hours, Canada would literally stall. Indian students …
It is incredible how some people overlook the fact that the Indian community is a pillar of the Canadian economy. If this community stopped working for just 24 hours, Canada would literally stall. Indian students alone contribute over $22 billion annually to the economy, effectively subsidizing the entire Canadian higher education system. In the healthcare sector, immigrants make up nearly 37% of physicians and 43% of pharmacists, with a massive percentage coming from the Indian diaspora. They are the ones keeping the clinics and pharmacies open for everyone. ​The impact stretches into every part of daily life, as over 56% of transport companies and 53% of restaurants are immigrant-run. Without them, grocery shelves would be empty and the supply chain would collapse. Furthermore, nearly half of the tech and software design sector is powered by the immigrant community. Beyond labor, some of the wealthiest people and biggest job creators in Canada are of Indian origin, such as David Cheriton and Prem Watsa, who have invested billions into the country. The Indian community isn't just visiting Canada; they are building, funding, and healing it every single day.
Identity Attack0.07921951
Insult0.03136692
Profanity0.016411226
Threat0.0067834044
Severe Toxicity0.0025367737
Low Tox 0.10609736 Constructive 0.704 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Lived in Brampton 20 years ago and was bad then…can’t even imagine what it is like now…Canada is finished…and it’s by design…Liberals want to be in power forever
Lived in Brampton 20 years ago and was bad then…can’t even imagine what it is like now…Canada is finished…and it’s by design…Liberals want to be in power forever
Identity Attack0.021585498
Insult0.03511308
Profanity0.013302735
Threat0.0077154995
Severe Toxicity0.002155304
Low Tox 0.09958932 Moderate Con 0.411 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I never was asked if I wanted this mass immigration and I never ever voted for it. I am 50 years old. Tell me this isn't by design
I never was asked if I wanted this mass immigration and I never ever voted for it. I am 50 years old. Tell me this isn't by design
Identity Attack0.04951127
Insult0.020966014
Profanity0.01220964
Threat0.006576272
Severe Toxicity0.0019931793
Low Tox 0.09611836 Constructive 0.506 Personal_Narrative
Feb 17, 2026 93 likes LILLEY UNLEASHED: The fall of …
We took in way more than we can handle. Canada already has a small population. Our system is designed for OUR population, and now it's crumbling under the weight of way too many new people …
We took in way more than we can handle. Canada already has a small population. Our system is designed for OUR population, and now it's crumbling under the weight of way too many new people that aren't even working with us, just laying around and begging. ENOUGH.
Identity Attack0.011987305
Insult0.033790905
Profanity0.012926984
Threat0.007094103
Severe Toxicity0.001745224
Low Tox 0.085582085 Constructive 0.504 Fear_Threat
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
4:50 This is literally every Canadian city, the outer suburbs are completely soulless, prioritizing quantity over quality. Although the older neighborhoods have the most crime, at least they have character in their design.
4:50 This is literally every Canadian city, the outer suburbs are completely soulless, prioritizing quantity over quality. Although the older neighborhoods have the most crime, at least they have character in their design.
Identity Attack0.019475231
Insult0.03158728
Profanity0.012038844
Threat0.0063238298
Severe Toxicity0.0014305115
Low Tox 0.07212844 Constructive 0.592 Policy_Critique
Oct 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
All high trust societies around the world are being destroyed. Division and strife is being cultivate by design. A population divided can not come together to oppose the government. The trucker convoys in Canada is …
All high trust societies around the world are being destroyed. Division and strife is being cultivate by design. A population divided can not come together to oppose the government. The trucker convoys in Canada is EXACTLY what they are trying to prevent. That's why the Canadian govt came down so hard on the truckers. It's happening to all western countries at the same time for the same reason. We are the greatest threat to the globalist powers maneuvering to rule the world.
Identity Attack0.014752249
Insult0.02373764
Profanity0.01309778
Threat0.011223801
Severe Toxicity0.0019836426
Low Tox 0.0665887 Constructive 0.526
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada’s government is out of control. Immigration levels have exploded far beyond what housing, jobs, and infrastructure can support. With roughly 2.9 million temporary residents in the system, affordability has collapsed rent, food, and services …
Canada’s government is out of control. Immigration levels have exploded far beyond what housing, jobs, and infrastructure can support. With roughly 2.9 million temporary residents in the system, affordability has collapsed rent, food, and services are stretched to the breaking point. When permits expire, people must return home as the system was designed, not be quietly rolled over. Immigration has to match capacity. Bring people when there are jobs and homes not when the cost of living is already crushing everyone. Fix Canada first, then expand responsibly.
Identity Attack0.019374741
Insult0.028171662
Profanity0.01261955
Threat0.0067316215
Severe Toxicity0.001707077
Low Tox 0.063423134 Constructive 0.563 Economic_Argument
Jan 15, 2026 61 likes 2.9 million Canadian temporary visas …
All done by design you Canadians to bring in the New World order and the one with government
All done by design you Canadians to bring in the New World order and the one with government
Identity Attack0.023796257
Insult0.018774498
Profanity0.010347961
Threat0.006641001
Severe Toxicity0.0015449524
Low Tox 0.045378547 Low Con 0.129 Unverified_Claim
Nov 20, 2025 1 likes Why Canadians Are Turning Against …
I believe it is all by WEF design
I believe it is all by WEF design
Identity Attack0.009767435
Insult0.014124917
Profanity0.020646973
Threat0.008466354
Severe Toxicity0.0021839142
Low Tox 0.034041706 Low Con 0.218 Unverified_Claim
Feb 17, 2026 85 likes LILLEY UNLEASHED: The fall of …
Doesn’t Tyler know it’s against the law to enter the US from a non designated point of entry even as an American citizen
Doesn’t Tyler know it’s against the law to enter the US from a non designated point of entry even as an American citizen
Identity Attack0.006511623
Insult0.011958904
Profanity0.011048226
Threat0.006485652
Severe Toxicity0.000667572
Low Tox 0.027913637 Low Con 0.252 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains …
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains from international tuition fees. Young labor to support aging populations. Potential future immigrants who are already educated and adapted to the country. Governments often design these systems intentionally — international students are part of their immigration and economic growth strategies, not just passive victims or actors. India has a massive, educated, English-speaking population. India has the largest pool of college graduates who are English-proficient, making them eligible and attractive for global mobility. Canadian colleges and universities actively recruit in India because it's a guaranteed market. Some Canadians have prioritized volume over quality, which has led to systemic issues. You are not alone England, Australia and New Zealand are milking Indians too
Identity Attack0.011321344
Insult0.013592913
Profanity0.011765569
Threat0.0063885585
Severe Toxicity0.0011014938
Low Tox 0.02779579 Constructive 0.646
Oct 2, 2025 IRCC Names India in Study …
Its not broken this is by design
Its not broken this is by design
Identity Attack0.0055866763
Insult0.010742896
Profanity0.019280603
Threat0.008686432
Severe Toxicity0.0017261505
Low Tox 0.026617315 Low Con 0.193
Jun 18, 2025 17 likes How Canada broke its immigration …
This is all by design, they want us replaced.
This is all by design, they want us replaced.
Identity Attack0.004347248
Insult0.0103248935
Profanity0.013029462
Threat0.008556974
Severe Toxicity0.001115799
Low Tox 0.025085296 Low Con 0.22 Unverified_Claim
Oct 16, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
All by Liberal design.
All by Liberal design.
Identity Attack0.0075845607
Insult0.013516913
Profanity0.010962827
Threat0.006543908
Severe Toxicity0.0009250641
Low Tox 0.024849601 Low Con 0.277
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
ALL IS BY DESIGN. Thanks to Open Society's policies, which were in the making for 30 years, and so many saw it. Now we pay for this
ALL IS BY DESIGN. Thanks to Open Society's policies, which were in the making for 30 years, and so many saw it. Now we pay for this
Identity Attack0.0026453468
Insult0.0116169015
Profanity0.010433359
Threat0.0064985976
Severe Toxicity0.00076293945
Low Tox 0.021903414 Moderate Con 0.446 Unverified_Claim
Feb 18, 2026 30 likes Canadian immigration officers investigating hundreds …
Immigration wasn’t designed to help Canadians. It was designed to protect profits. The rich gained. Corporations gained. Government gained statistics. Society paid the cost.
Immigration wasn’t designed to help Canadians. It was designed to protect profits. The rich gained. Corporations gained. Government gained statistics. Society paid the cost.
Identity Attack0.008916483
Insult0.010476895
Profanity0.009562299
Threat0.005935457
Severe Toxicity0.00074386597
Low Tox 0.021903414 Moderate Con 0.352 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It was purely designed to import a vast number of future liberal voters. There was no other reason. With how quickly citizenship is granted here after getting your PR, it's obvious.
It was purely designed to import a vast number of future liberal voters. There was no other reason. With how quickly citizenship is granted here after getting your PR, it's obvious.
Identity Attack0.004439743
Insult0.012262905
Profanity0.011201942
Threat0.0064727063
Severe Toxicity0.00077724457
Low Tox 0.021667719 Moderate Con 0.392 Unverified_Claim
Feb 17, 2026 9 likes LILLEY UNLEASHED: The fall of …
DONE BY DESIGN!
DONE BY DESIGN!
Identity Attack0.0028118372
Insult0.009944891
Profanity0.013029462
Threat0.0072365063
Severe Toxicity0.001335144
Low Tox 0.019477395 Moderate Con 0.34 Unverified_Claim
Nov 21, 2025 1 likes Thousands of refugees allowed into …
Design is what it really is !! .......... just like the rising inflation on FOOD!!!
Design is what it really is !! .......... just like the rising inflation on FOOD!!!
Identity Attack0.0020996283
Insult0.010362893
Profanity0.010074687
Threat0.0057995263
Severe Toxicity0.0006580353
Low Tox 0.019226074 Low Con 0.266 Economic_Argument
Feb 17, 2026 8 likes LILLEY UNLEASHED: The fall of …
That's by design. Divide and conquer.
That's by design. Divide and conquer.
Identity Attack0.0030153254
Insult0.008519882
Profanity0.011492296
Threat0.009256045
Severe Toxicity0.0011205673
Low Tox 0.018974753 Low Con 0.191
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Sure seems like the fall was by design. 🤔
Sure seems like the fall was by design. 🤔
Identity Attack0.0022661188
Insult0.009279887
Profanity0.012038844
Threat0.00746953
Severe Toxicity0.0009441376
Low Tox 0.018723432 Low Con 0.149 Unverified_Claim
Feb 17, 2026 330 likes LILLEY UNLEASHED: The fall of …
At this point it sure seems like this was done by design.
At this point it sure seems like this was done by design.
Identity Attack0.0037552824
Insult0.008956885
Profanity0.014122557
Threat0.0074436385
Severe Toxicity0.0011110306
Low Tox 0.018095128 Low Con 0.179 Fear_Threat
Feb 26, 2026 181 likes BATRA’S BURNING QUESTIONS: Canada’s absent …

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.