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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "Don’t blame the govt blame …" 17 comments
Nobody tells that to your fucking govt. Before they issue visas like food stamps? It's not only the brown's or a particular race it's your govt. that has failed. See downtown Toronto, vancouver or probably …
Nobody tells that to your fucking govt. Before they issue visas like food stamps? It's not only the brown's or a particular race it's your govt. that has failed. See downtown Toronto, vancouver or probably any other province or city you got homeless white canadian's smoking phentanyl. I hope that's not canadian culture. Blame your system and not only immigrants. A lot of people from outside are the reasons you guys are surviving today, infact 90% of your country's economy based on immigration. Canada only has false hopes, joblessness and homelessness for everybody because the government has completely failed and is only running sham schemes to fill their pockets.
Identity Attack0.55011386
Insult0.6051471
Profanity0.64657205
Threat0.045572113
Severe Toxicity0.3532795
Toxic 0.7252971 Constructive 0.524 Identity Attack Insult Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
Indians are recognized as the highest-earning or wealthiest ethnic group in the United States, the United Kingdom, and Germany, driven by high representation in STEM, medicine, and management roles. Their success is attributed to high …
Indians are recognized as the highest-earning or wealthiest ethnic group in the United States, the United Kingdom, and Germany, driven by high representation in STEM, medicine, and management roles. Their success is attributed to high education levels, strong professional skills, "cannada" allowed the uneducated khalistani, criminal and retarded ones who cant speak basic english shame on tyler olivera for the video thumbnail fu*k you rascist bastard you upload videos the the same platform whose ceo is indian when a country is failing the easiest thing to do is throw a minority group under the bus and put all the blame on them thats what the nazis did thats what trump is doing thats what you are on your way to become 😊 cannada imported the criminals and idiots the indian foreign minister warned the cannadian govt already but the govt policy sucks so yeah to the hell with that
Identity Attack0.6007182
Insult0.6336687
Profanity0.6001929
Threat0.13717735
Severe Toxicity0.45895407
Toxic 0.71760553 Moderate Con 0.335 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
stop blaming indians ok you guys dont want to earn you just want free foods and free services from govt. and indians who migerate to canada or any other countries they built there own business …
stop blaming indians ok you guys dont want to earn you just want free foods and free services from govt. and indians who migerate to canada or any other countries they built there own business empire with lots of hard work not like you to ask free food and shelters.. so nvr blame any indian for ur stupid decisions... indians are hard workiing more than you they have capacity pay loans and everything... u guys dont have any things.. than y blaming indians or any other countries coz u didnt survive.. soo mind it.
Identity Attack0.46028158
Insult0.5678696
Profanity0.2687007
Threat0.025443908
Severe Toxicity0.031420294
Moderate 0.5716857 Moderate Con 0.474 Insult Solidarity
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
instead of blaming INDIA, BLAME UR GOVT. THAT OPENED THE DOOR FOR ALL. and unlike US, Canada is importing the criminal type of Indians that hate india
instead of blaming INDIA, BLAME UR GOVT. THAT OPENED THE DOOR FOR ALL. and unlike US, Canada is importing the criminal type of Indians that hate india
Identity Attack0.5689151
Insult0.4534306
Profanity0.08452088
Threat0.020091362
Severe Toxicity0.023364257
Moderate 0.51980776 Low Con 0.223 Identity Attack Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
the polish dude is 100% correct. indians try to blame their govt for how messy india is, how corrupt... but then we see how they act in canada, the messes they bring and dont clean …
the polish dude is 100% correct. indians try to blame their govt for how messy india is, how corrupt... but then we see how they act in canada, the messes they bring and dont clean up... how they are corrupt people sometimes, how they try to cut corners and do things illegally... i watched it in my own workplace, how our indian sikh boss was so racist to his fellow indians, because they had patel name from gujarat and were 'lower cast' than the bossman who had sikh last name and was an 'engineer'. but this man just wanted to cut costs and try to cheat things, now this workplace is closed down. this is my experience all my life with indians. :(
Identity Attack0.44690517
Insult0.40243408
Profanity0.1067334
Threat0.015429466
Severe Toxicity0.021548226
Moderate 0.39842087 Constructive 0.711 Personal_Narrative
Nov 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
"Invasion", while it was the previous Canadian government that let in a flood of Indians by letting Canadians run fake diploma mills, including but not limited to khalistani terrorists despite warnings from the Indian govt. …
"Invasion", while it was the previous Canadian government that let in a flood of Indians by letting Canadians run fake diploma mills, including but not limited to khalistani terrorists despite warnings from the Indian govt. But not taking any blame is a part of white culture so it is wt it is ig. Keep importing our worst, keep blaming others instead of your govt, helps us back home
Identity Attack0.43256098
Insult0.26957804
Profanity0.041160982
Threat0.011120236
Severe Toxicity0.014963473
Moderate 0.37751234 Moderate Con 0.374 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
You need to question Canadian govt. Faking docs and coming to Canada is so easy. And why Canada allows too much students? What about fake colleges opened and supported by Canadian govt. Blaming Indian is …
You need to question Canadian govt. Faking docs and coming to Canada is so easy. And why Canada allows too much students? What about fake colleges opened and supported by Canadian govt. Blaming Indian is easy because if you blame Canadain govt, you will be treated like Truckers..
Identity Attack0.35948995
Insult0.3388922
Profanity0.029186781
Threat0.009463178
Severe Toxicity0.00919342
Moderate 0.36095104 Moderate Con 0.408
Jan 27, 2026 Inside Canada's Indian Invasion...
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick …
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick off the hindu nationalidt govt in power). I know some folks, including my neighbour, who immigrated to Canada right after high School — they take services of immigration agents who have contacts with diploma mills there, get a student visa citing enrollment in a sham educational degree, join a minimum wage job and rig the whole process to attain PR & then citizenship — essentially giving low skilled, poorly assimilated labour the citizenship in Canada under guise of skilled or educated immigration. Even as an Indian, the whole situation is insane and astounding to say the least. Hindu Nationalism has spread its roots & conducts marches in Canada within the Indian Hindu areas like they do here in India and people have started performing river aartis as well (communal prayers to worship rivers) — all kinds of pernicious identitarianism is festering there. A ton of Indian immigrants now see Canada merely as a source to better life & resources, but relate to, & are patriotic towards India or assert their rawer religious Sikh or Hindu identity due to lack of any assimilatory pressure & absence of a well defined Canadian identity. Funniest part is Indians, esp Hindus, who vote for hindu nationalists ushering majoritarian policies in India, cheer for persecution of minorities and justify caste system, suddenly co-opt liberalism & decietfully use its talking points to defend their position as a minority in places they migrate to (they do not believe in so, and don't apply the same standards to themselves). If you wish to blame someone, blame the govt of Canada and its elites. At the end of the day, they wanted cheap manual labour, and opened the gates without much consideration.
Identity Attack0.3817989
Insult0.1935001
Profanity0.04141149
Threat0.12536226
Severe Toxicity0.01644827
Moderate 0.32764325 Constructive 0.694 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian people should blame their govt
Canadian people should blame their govt
Identity Attack0.36702603
Insult0.082372494
Profanity0.04792466
Threat0.013372798
Severe Toxicity0.008811951
Moderate 0.30527395 Low Con 0.249
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage …
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage people. If this scenario is reversed Indians would be complaining like canadians do. So the problem is not one way, just becos reducing immigrants does not solve the issue. people have to see things past nationality or physical identity into the statistics. even though canada has professionals of their own there are people who work with dedication and who work without interest, or recent generation being attracted to digital life instead of understanding that college degrees in mainstream subjects are what earns them job and also they have to show dedication and hardwork along with smart work, comply by the work place rules and so on... this goes to all invariable of who they are. all these started changing and now people instead of trying to correct these small changes that lead to these large issues of cost of living and low wages, have now started to pit against live people and their race, nationality or culture. There are good and bad people eveyrwhere, people cant justify the actions of drug addicts roaming the streets and that has increased a lot now, people acting violently against others just becos they dont have what the other has, and so on. but instead of addressing the high amount of actions that are happening around our own country, it has become easy to put blame on each other. I am not justfying the actions of these bad indians who has done these stuff. but we have to see the other side of it before making this a International Issue. Yes, few Indians are bad but not the entire community. Canada has its own needs that needs a lot of hands and support. So, only if we change our perspective beyond the emotional BS we exhibit, we can address the real issue with real solutions. BTW becoz of these things private companies are the one profitting not the Govt.
Identity Attack0.2839175
Insult0.15982662
Profanity0.023584666
Threat0.0084793
Severe Toxicity0.0075531006
Low Tox 0.26293078 Constructive 0.768
Aug 25, 2025 Why Canadians Are Turning Against …
Don’t blame the govt blame the ppl that scammed the system
Don’t blame the govt blame the ppl that scammed the system
Identity Attack0.016460562
Insult0.15840563
Profanity0.08807703
Threat0.008427517
Severe Toxicity0.0038337708
Low Tox 0.23090743 Low Con 0.245 Policy_Critique
Nov 20, 2025 1 likes Quebec Ends Economic Immigration Program …
Everyone is to blame: Social media apps, Punjabi Pop Culture, past generations and the govt policies
Everyone is to blame: Social media apps, Punjabi Pop Culture, past generations and the govt policies
Identity Attack0.11512129
Insult0.08508729
Profanity0.040910475
Threat0.01086132
Severe Toxicity0.006904602
Low Tox 0.17805049 Low Con 0.271
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadian govt gave them visas and citizenships. That is LEGAL NOT ILLIGAL. Learn law and if you need answers go to your govt and ask them questions rather than blaming immigrants.
Canadian govt gave them visas and citizenships. That is LEGAL NOT ILLIGAL. Learn law and if you need answers go to your govt and ask them questions rather than blaming immigrants.
Identity Attack0.1035157
Insult0.04149419
Profanity0.012038844
Threat0.006874025
Severe Toxicity0.0023937225
Low Tox 0.14082454 Moderate Con 0.436
Feb 16, 2026 Inside Canada's Indian Invasion...
We all herw blaming them....but entire blame ve put on ircc and the govt. Why ircc...i would say no proper scrutiny from ircc. contact interview should be allowed. Indians in US speaks english much better …
We all herw blaming them....but entire blame ve put on ircc and the govt. Why ircc...i would say no proper scrutiny from ircc. contact interview should be allowed. Indians in US speaks english much better than indians in Canada. If you see them at Walmart l, dont even bother to ask for directions, you will confused more than before. 2. Ircc claim they prioritize experience approving people at the age of 50 years to 8 month program with all benefit of MS/PhD, tell me someone at the age of 40+, what contribution would that add to the economy than to populate the country compare to someone in their 20s. You all need to compare demographic of international student in US and Canada. Why govt, 1. Allowing private institutions to grant degree confering to SOWP/PGWP/Dependent/parent sponsorship
Identity Attack0.07673789
Insult0.04852104
Profanity0.019758832
Threat0.008401625
Severe Toxicity0.0030899048
Low Tox 0.119997114 Constructive 0.711 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
Immigrants also brought money alot of money. I came 3 years ago, I have friends from different countries. N when ever they speak with their country people they speak in their native tongue. Not all …
Immigrants also brought money alot of money. I came 3 years ago, I have friends from different countries. N when ever they speak with their country people they speak in their native tongue. Not all immigrants r bad, its govenment issue not people. Dont blame my people, they put application paid fee and also paid GIC of 20K plus college fee of 20k+. I know some people can be bad, thats where government should make law implementation better. Plus, no immigrant expected the job crisis tht exist, so whatever job to atleast save some amount rather than hitting the savings, we take. I have adapted the culture, I live my life peacefully without bothering anyone. If there's any religious activity, govt should contact groups and work out ways to celebrate festivals. I have culture from birth country in addition I added Canadian culture. The blend is good, and can be attained if govt make proper planning.
Identity Attack0.08004672
Insult0.03566399
Profanity0.024882717
Threat0.006874025
Severe Toxicity0.0029563904
Low Tox 0.112643376 Constructive 0.852 Personal_Narrative
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
I want to say thank you for high lighting this problem in a compassionate and professional manner, this video is not blaming the newcomers, it is the govt who did not have the foresight to …
I want to say thank you for high lighting this problem in a compassionate and professional manner, this video is not blaming the newcomers, it is the govt who did not have the foresight to see a problem before opening the flood gates. My grandpa was an immigrant, my husband's grandparents were as well. They came here with nothing, no handouts, worked hard in this country ❤
Identity Attack0.016058605
Insult0.012376905
Profanity0.013507691
Threat0.006699257
Severe Toxicity0.0011014938
Low Tox 0.03309893 Constructive 0.845
Nov 23, 2025 1 likes Why Canadians Are Turning Against …
Why to blame people blame the govt who used students for their feees
Why to blame people blame the govt who used students for their feees
Identity Attack0.00414376
Insult0.012832909
Profanity0.012175481
Threat0.006479179
Severe Toxicity0.0008058548
Low Tox 0.027442247 Low Con 0.3 Policy_Critique
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)

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.