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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: "‘In the first place, we …" 102 comments · Page 4 of 5
Why did authorities trust these people in the first place ? What is the need for so many many turbans walking down the street in Canada
Why did authorities trust these people in the first place ? What is the need for so many many turbans walking down the street in Canada
Identity Attack0.025605056
Insult0.03566399
Profanity0.012038844
Threat0.0074954215
Severe Toxicity0.0019550323
Low Tox 0.0969861 Low Con 0.248 Identity_Assertion
Oct 1, 2025 2 likes IRCC Names India in Study …
Canada wanted cheap labour and when the cheap labours are here they now need class. Remember you needed "cheap" labour in the first place.
Canada wanted cheap labour and when the cheap labours are here they now need class. Remember you needed "cheap" labour in the first place.
Identity Attack0.025605056
Insult0.039151907
Profanity0.011150704
Threat0.005825418
Severe Toxicity0.0013446808
Low Tox 0.09525062 Low Con 0.3 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
I wish more people would see this video, it’s not about being racism e about to be Canadian in the first place. Integration and respect to the country. They left fora better life and want …
I wish more people would see this video, it’s not about being racism e about to be Canadian in the first place. Integration and respect to the country. They left fora better life and want to change the culture of this country to impose your on. This is not right. This has gone to far.
Identity Attack0.04951127
Insult0.026702631
Profanity0.012722028
Threat0.0065115434
Severe Toxicity0.001745224
Low Tox 0.09525062 Constructive 0.651
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
May I say as a Metis. My family were and are the first people to be described as Canadian and are still acknowledged as the original Canadians. My great Uncles and Aunts fought the British …
May I say as a Metis. My family were and are the first people to be described as Canadian and are still acknowledged as the original Canadians. My great Uncles and Aunts fought the British North West Mounted Police at Batoche because the British Colonizers after outlawing fur trade except through the HBC company were further insulted by having their ancestral land sectioned off and given to immigrants. My uncles also were part of the first battle at Seven Oaks when surveyors were surveying and measuring my ancestral cousins land. The British Immigrants were described as the preferred immigrants. TheNorth American Indians, the Metis were described as undesirables and in a memo written to the Indian Affairs Minister during John A MacDonald asking him how best to remove the undesirables Metis from their land. The Metis were not placed on reservations because we never stopped fighting for our homeland rights. What is happening now is a continuation of what happened back when John A MacDonald was Prime Minister. May I also say if these migrates think their customs and regions are so great then stay in your homeland. But unlike the brave Metis who continues to oppose the government and finally 100 years later some our birthrights as the original Canadians have been recognized. My great grandfather and his father were both named Antoine and Charles Henault dit Canada, and to this day from the 1700s some of my cousin’s last name has been Canada since the 1700s. People with Canadian passports don’t make them Canadian. Indians from Indian don’t integrate or intermarry. They impose their culture on the rest of the country. Get rid of them all.
Identity Attack0.0376521
Insult0.032799274
Profanity0.017162729
Threat0.008323951
Severe Toxicity0.002412796
Low Tox 0.09112182 Constructive 0.772 Identity_Assertion
Sep 12, 2025 Why Canadians Are Turning Against …
I worked with a lot of refugees and asylum seekers. They are generally allowed to work hwhilst waiting on their claim to be processed. My experience was they are very hard working, smart and ambitious. …
I worked with a lot of refugees and asylum seekers. They are generally allowed to work hwhilst waiting on their claim to be processed. My experience was they are very hard working, smart and ambitious. Not settling for just collecting welfare or hwhat-not. They are net contributors to Canadian society. Fortunately, the ones I knew had their claims approved. But hwhat if they didn't? hWhat if they lied/exaggerated about the persecution back home. They're still productive members of society. hWhy send em back? Better yet: Don't make em lie in the first place! Let them live and work here indefinitely just because they want to.
Identity Attack0.018470341
Insult0.03235855
Profanity0.017572641
Threat0.0069516995
Severe Toxicity0.001783371
Low Tox 0.07608539 Constructive 0.842
Dec 29, 2025 1 likes Deportations From Canada at Their …
if they want to get a feel of their home then they should never leave their country in the first place ......
if they want to get a feel of their home then they should never leave their country in the first place ......
Identity Attack0.035847444
Insult0.01929015
Profanity0.011765569
Threat0.007534259
Severe Toxicity0.0019264221
Low Tox 0.075294 Moderate Con 0.306
Nov 17, 2025 Inside Canada's Indian Metropolis (Brampton)
Try finding an apartment!! I had to move from one airbnb yo another to another for months. Meanwhile, getting passed over from one apartment to another. These folks were transferring first and last before even …
Try finding an apartment!! I had to move from one airbnb yo another to another for months. Meanwhile, getting passed over from one apartment to another. These folks were transferring first and last before even being chosen. They were starting bidding wars over apartments. Paying way more than asked. That's what drove the rent cost through the roof! I have a friend who has been staying at motel for months now trying to find a place. He was turned down for a place with a cosigner that makes 100k a year! It needs to stop!
Identity Attack0.0048837173
Insult0.033570543
Profanity0.019895468
Threat0.0072882893
Severe Toxicity0.001783371
Low Tox 0.07371122 Constructive 0.748 Economic_Argument
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming one group. The reality is that the Canadian government failed first by not properly managing immigration volumes, not enforcing document verification, and not honestly assessing whether the country could support such rapid population growth. That policy failure created pressure on housing, jobs, and social systems long before resentment followed. We also need honesty within the Indian community. Some Indians struggle to adapt being overly loud, culturally rigid, and sometimes lacking empathy for Canadian norms and shared public spaces. I studied Canadian and Indigenous history in school, and respecting that history matters. Assimilation doesn’t mean abandoning your culture, but it does mean understanding and respecting the society you chose to join. Cultural education should be expected, not optional. That said, one Indian doing something wrong does not make all Indians bad. Most Indian students and workers I know are hardworking, punctual, and serious about contributing. I’ve personally worked minimum-wage jobs for years, and what I noticed was not jobs being “taken,” but fewer Canadian youth willing to stay in or commit to these roles long-term. Indians didn’t replace Canadians, they filled vacancies that already existed. I also briefly volunteered helping the homeless, and what I saw was honestly shocking. It’s not that the government isn’t trying to help there are rehabilitation programs and support systems in place. The difficult truth is that a significant portion of the homeless population struggles with substance abuse and refuses treatment because it requires giving up drugs. Over time, homelessness itself starts to function like a culture, where benefits and assistance unintentionally enable continued substance use rather than recovery. This is an uncomfortable reality people don’t like to talk about. None of this is simple. Immigration didn’t break Canada, and neither did one community. Poor policy, weak enforcement, lack of accountability, and refusal from governments and individuals to adapt responsibly is what brought us here. Blame is easy. Honest solutions are not.
Identity Attack0.023193322
Insult0.028832749
Profanity0.015010698
Threat0.0068869707
Severe Toxicity0.0016117096
Low Tox 0.06817148 Constructive 0.823 Personal_Narrative
Jan 27, 2026 22 likes Inside Canada's Indian Invasion...
The first thing that needs to happen is to take the multiculturalism rule out of the charter of rights. Go ahead, be multi cultural but within the 4 walls of your house. If you are …
The first thing that needs to happen is to take the multiculturalism rule out of the charter of rights. Go ahead, be multi cultural but within the 4 walls of your house. If you are unable to assimilate and learn the language and adopt the culture of the place you'd like to potentially call home then perhaps it isn't quite home then is it?
Identity Attack0.036878675
Insult0.018129934
Profanity0.012722028
Threat0.007857903
Severe Toxicity0.0016403198
Low Tox 0.06263174 Moderate Con 0.473 Policy_Critique
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I am concerned about the comments here! Right now we need to welcome people from the US escaping ICE! We need to be humane! I agree that we need to be discerning to risky people, …
I am concerned about the comments here! Right now we need to welcome people from the US escaping ICE! We need to be humane! I agree that we need to be discerning to risky people, and there needs to be limits. But this is an emergency situation! We need to help good people who are at risk and just wanting a better life! How would you like to be in their shoes?? It would be scary! Lets be the safe place to land for these good people!! Even though I am tenth generation Canadian, we are all immigrants except for the First Nations People.
Identity Attack0.024600167
Insult0.024640027
Profanity0.01627459
Threat0.0077025536
Severe Toxicity0.0018310547
Low Tox 0.06104896 Constructive 0.859
Dec 29, 2025 Deportations From Canada at Their …
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of …
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of the Canadians accepted foreign work experience so they created thier own jobs . B4 asking why aren’t you integrating has Canada asked the tough questions to themselves why do they make it hard for ppl to find jobs in the first place ? In India community is a strong feature no matter where you are they will create an environment that replicates home to ensure their roots stay strong and it’s also for support, loneliness and many things . Now ppl from India don’t just come to Canada due to job crisis back home they come bcz they want to escape the 1.4 billion population and suffocation that comes with it . The negative thing about Indians is they don’t know what’s right n wrong . It’s a thin line bcz that common sense isn’t taught in India . In India your in a race if you snooze you loose so those bad habits of trying to beat the competition comes with a world of bad manners and bad civic sense . Which now unfortunately due to cities like these won’t go away . They’ll stay the same bcz Brampton is that home away from home comfort pillow tat screams LETS NOT CHANGE .
Identity Attack0.03223813
Insult0.026702631
Profanity0.015249812
Threat0.006479179
Severe Toxicity0.0018978119
Low Tox 0.06065326 Constructive 0.671 Policy_Critique
Nov 9, 2025 Inside Canada's Indian Metropolis (Brampton)
2.9 million people can lawsuit against Trudeau because Trudeau simply allowed too many temporary visas that should not be allowed from the first place. For example, Trudeau allowed visas to allow people to work for …
2.9 million people can lawsuit against Trudeau because Trudeau simply allowed too many temporary visas that should not be allowed from the first place. For example, Trudeau allowed visas to allow people to work for minimum wage jobs in Canada or jobs with no trade skills., and even if skilled workers were invited, their jobs are not in high demand or about to be replaced by AI in a couple of years. Every year over 100,000 jobs will be replaced by AI starting from the late 2026, starting from the transportation industry, customer services, office jobs, IT jobs, and education; soon healthcare and engineering as well. No developed country needs workers anymore except very few experts and there will be massive layoff, not because of the economic crisis, but because of AI. In Japan, China, and South Korea, AI are widely used and now young people with a master or PhD degree can't even get a job.
Identity Attack0.00621564
Insult0.026702631
Profanity0.013371054
Threat0.00713294
Severe Toxicity0.0015544891
Low Tox 0.048594624 Moderate Con 0.496
Jan 16, 2026 2.9 million Canadian temporary visas …
Deported 18k yet let in 400k per year.The numbers should be around 500k deported per year.Govt wouldn't have to waste millions on deportations if they weren't let in in the first place.
Deported 18k yet let in 400k per year.The numbers should be around 500k deported per year.Govt wouldn't have to waste millions on deportations if they weren't let in in the first place.
Identity Attack0.016862517
Insult0.01302291
Profanity0.010108846
Threat0.007948523
Severe Toxicity0.0012111664
Low Tox 0.04686289 Constructive 0.516 Unverified_Claim
Dec 24, 2025 8 likes Deportations From Canada at Their …
And the liberals will do nothing because they let them in in the first place
And the liberals will do nothing because they let them in in the first place
Identity Attack0.014450782
Insult0.016632931
Profanity0.012926984
Threat0.007857903
Severe Toxicity0.0011968613
Low Tox 0.041172907 Low Con 0.163 Policy_Critique
Jan 15, 2026 3 likes 2.9 million Canadian temporary visas …
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 …
If they want to change Canada into their own country, why are they leaving their own country at the first place?
If they want to change Canada into their own country, why are they leaving their own country at the first place?
Identity Attack0.021786476
Insult0.012224905
Profanity0.0103992
Threat0.0065050707
Severe Toxicity0.0011920929
Low Tox 0.03592727 Low Con 0.203
Aug 25, 2025 Why Canadians Are Turning Against …
Deportation is always expensive. Using the numbers in this video, it's over $4k per deportee. The real problem is that too many are let into Canada in the first place. As well, it sounds like …
Deportation is always expensive. Using the numbers in this video, it's over $4k per deportee. The real problem is that too many are let into Canada in the first place. As well, it sounds like they are mainly going after refugee claimants, but there are similarly large, if not larger, numbers of TFWs and international "students" (who are not really students) with expired visas.
Identity Attack0.014450782
Insult0.012756908
Profanity0.010296722
Threat0.006382086
Severe Toxicity0.0008869171
Low Tox 0.032863233 Constructive 0.683
Dec 30, 2025 Deportations From Canada at Their …
If you want to move to another country fine, but please don’t turn that new country into what you just moved from. I mean, didn’t you move to escape that environment in the first place?
If you want to move to another country fine, but please don’t turn that new country into what you just moved from. I mean, didn’t you move to escape that environment in the first place?
Identity Attack0.00932346
Insult0.012604907
Profanity0.011697251
Threat0.006550381
Severe Toxicity0.0009012222
Low Tox 0.031213367 Constructive 0.512 Moral_Argument
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
The way to fix this is to have stricter rules stopping these people coming in the first place.
The way to fix this is to have stricter rules stopping these people coming in the first place.
Identity Attack0.0058086636
Insult0.009526889
Profanity0.011526455
Threat0.009359611
Severe Toxicity0.0010347366
Low Tox 0.025674535 Low Con 0.257 Policy_Critique
Dec 24, 2025 31 likes Deportations From Canada at Their …
Tyler Oliveira will always be superior . Best place to get honest insight and first look is his channel. Thank you for such peak entertainment, genuine knowledge, and honest news .
Tyler Oliveira will always be superior . Best place to get honest insight and first look is his channel. Thank you for such peak entertainment, genuine knowledge, and honest news .
Identity Attack0.0044582416
Insult0.011274899
Profanity0.015488927
Threat0.0073789097
Severe Toxicity0.0011301041
Low Tox 0.022728346 Constructive 0.503 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
No one paid me 50 k in the first place. That’s a down payment for a house dude .
No one paid me 50 k in the first place. That’s a down payment for a house dude .
Identity Attack0.0014059186
Insult0.010096892
Profanity0.012551232
Threat0.0062914654
Severe Toxicity0.0006341934
Low Tox 0.017592486 Low Con 0.271
Oct 19, 2021 How much do refugees and …
How they got in the first place
How they got in the first place
Identity Attack0.0032188136
Insult0.008310881
Profanity0.014771583
Threat0.0074306927
Severe Toxicity0.0010251999
Low Tox 0.016587202 Low Con 0.289 Question
Sep 28, 2025 IRCC Names India in Study …
Should never have had one in the first place.
Should never have had one in the first place.
Identity Attack0.0024048607
Insult0.0075128763
Profanity0.011594773
Threat0.0074565844
Severe Toxicity0.0008201599
Low Tox 0.01419965 Low Con 0.264
Nov 23, 2025 1 likes Quebec Ends Economic Immigration Program …
Sorry: First Place!
Sorry: First Place!
Identity Attack0.0024973555
Insult0.007854878
Profanity0.01127026
Threat0.0067186756
Severe Toxicity0.00079631805
Low Tox 0.012817383 Moderate Con 0.398 Humor_Satire
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
IIRC saying they are "regaining control", meaning they didn't have control in the first place.
IIRC saying they are "regaining control", meaning they didn't have control in the first place.
Identity Attack0.002192123
Insult0.008234881
Profanity0.010450439
Threat0.006375613
Severe Toxicity0.0005221367
Low Tox 0.012503231 Low Con 0.266 Policy_Critique
Jan 15, 2026 7 likes 2.9 million Canadian temporary visas …

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.