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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: "Assimilation needs to be a …" 64 comments · Page 3 of 3
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to …
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to our country. I agree, I think if people come to my country, they need to assimilate. Learn our languages, understand our culture and integrate. I feel that they need to create another sector to follow up on visas, check in on people, monitor. I also feel the banks need to monitor the amount of money people are sending back home, I understand some money. But not everything.
Identity Attack0.08749158
Insult0.024640027
Profanity0.029596692
Threat0.00948907
Severe Toxicity0.0037956238
Low Tox 0.103060275 Constructive 0.852 Policy_Critique
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
Culture is a tricky thing. Is it not a known fact that one may not be all that interested in their culture and religion in their country of origin, but once immigrated to a different …
Culture is a tricky thing. Is it not a known fact that one may not be all that interested in their culture and religion in their country of origin, but once immigrated to a different land, these same people become more attached to their original culture and religion, even more orthodox in their beliefs. They try to recreate what is familar. Why are we surprised most are not assimilating? It takes, for most, many generations. And even then. Immigrants will always, in one way or another affect change in the general culture. Think of different cuisine, the arts, influences on our beliefs, etc. What is a Canadian anyways? One who lives here? Who pays taxes here? How long of roots do you need to have before you are no longer called an immigrant? We have a very large country and from one community to another there is a difference in the culture. Perhaps we need to be clearer on what is in fact our highest Canadian values and communicate them more effectively. I would also like to add that there is suffering in not being able to pass on your culture. Watching your children and grandchildren speaking a different language, not having them understand yours enough for you to enjoy signing traditional songs to, not being able to guide them in your religious beliefs, etc., in the name of them becoming assimilated. I am experiencing these and my roots go back over 400 years on this land.
Identity Attack0.07673789
Insult0.027730936
Profanity0.018734055
Threat0.006861079
Severe Toxicity0.0023174286
Low Tox 0.102626406 Constructive 0.861
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
If you are not ready to assimilate then don't go. Bicycle guys is what the world need more of right now.
If you are not ready to assimilate then don't go. Bicycle guys is what the world need more of right now.
Identity Attack0.011765319
Insult0.026831545
Profanity0.017026093
Threat0.010964886
Severe Toxicity0.002822876
Low Tox 0.09611836 Moderate Con 0.36 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Canada needs to revamp immigration. Assimilation should be required. If I went to another country, I’d be required to do so. Canada doesn’t have its own culture anymore. Multiculturalism isn’t a culture.
Canada needs to revamp immigration. Assimilation should be required. If I went to another country, I’d be required to do so. Canada doesn’t have its own culture anymore. Multiculturalism isn’t a culture.
Identity Attack0.06294931
Insult0.020772645
Profanity0.011167783
Threat0.006641001
Severe Toxicity0.001707077
Low Tox 0.09033044 Moderate Con 0.39
Sep 20, 2025 38 likes Inside Canada's Indian Metropolis (Brampton)
Assimilation needs to be a requirement.
Assimilation needs to be a requirement.
Identity Attack0.023796257
Insult0.015188923
Profanity0.023379711
Threat0.010421164
Severe Toxicity0.0037384033
Low Tox 0.07687678 Low Con 0.194 Policy_Critique
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial …
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial policies aimed at cultural assimilation and the suppression of Indigenous identities.  Key Impacts of Colonization Forced Assimilation via Residential Schools: The most significant factor in language loss was the government-funded, church-run residential school system, which operated from the 19th century to the late 20th century. Indigenous children were forcibly removed from their families and communities and sent to these schools. Punishment for Speaking Native Tongues: In the schools, children were forbidden to speak their Indigenous languages and were often subjected to severe physical, emotional, and sexual abuse if they did. Intergenerational Trauma and Knowledge Loss: The experience in residential schools caused profound trauma. Survivors often did not teach their children their traditional languages, partly out of fear of punishment and partly because their own fluency had been impacted, which inhibited the languages from being passed to the next generation. Discriminatory Legislation: The Indian Act: This legislation, along with other colonial policies, was used to suppress Indigenous cultural expression, including language. Official Languages Act: Canada's official language policies recognize only English and French as dominant languages, effectively marginalizing the over 60 distinct Indigenous languages that existed on the land long before European settlement. Dispossession of Land: Forcible removal of Indigenous communities from their traditional lands and onto reserves disrupted the deep connection between language, culture, and the natural environment. Indigenous languages often encode unique knowledge about local ecosystems, which was lost when communities were displaced. Social Stigmatization: Colonial ideologies viewed Indigenous cultures and languages as "inferior" or "savage," promoting English and French as the languages of "modernity" and "progress". This created a social hierarchy where speaking an Indigenous language could be a barrier to education and employment opportunities in the dominant society.  Current Situation and Revitalization Efforts The legacy of these policies has resulted in low numbers of fluent Indigenous language speakers today, with many languages considered endangered or critically endangered. However, there are significant ongoing efforts toward language revitalization.  The Canadian federal government passed the Indigenous Languages Act in 2019, which aims to support the efforts of Indigenous peoples to reclaim, revitalize, maintain, and strengthen their languages. Indigenous communities, educational institutions, and organizations are actively working to preserve languages through immersion programs, community initiatives, and documentation. UNESCO has declared 2022 to 2032 the International Decade of Indigenous Languages to draw global attention to the urgent need for preservation and promotion.
Identity Attack0.026408968
Insult0.019934712
Profanity0.014122557
Threat0.008738215
Severe Toxicity0.0016593933
Low Tox 0.04735767 Constructive 0.612 Moral_Argument
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
Its very telling that all these people from a Commonwealth country with English comprehension to different levels feel safer and less discrimated against in Brampton than in the Anglo Utopias of Toronto, Vancouver or Edmonton. …
Its very telling that all these people from a Commonwealth country with English comprehension to different levels feel safer and less discrimated against in Brampton than in the Anglo Utopias of Toronto, Vancouver or Edmonton. Also look at the ecnomics - they all work, they all take care of each other, and they all have strong communities who back them in times of need! The Anglos call this "lack of assimilation" but to them it is about surviving and then thriving.
Identity Attack0.026609946
Insult0.017936565
Profanity0.011577694
Threat0.0061878995
Severe Toxicity0.0012493134
Low Tox 0.04290464 Constructive 0.708
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
the problem is that they came in such mass from one area. hence they never needed to adapt or assimilate with current Canadian culture. no other culture acts this way btw.
the problem is that they came in such mass from one area. hence they never needed to adapt or assimilate with current Canadian culture. no other culture acts this way btw.
Identity Attack0.027815815
Insult0.014960921
Profanity0.010467518
Threat0.006097279
Severe Toxicity0.0012493134
Low Tox 0.041172907 Low Con 0.265 Identity_Assertion
Oct 22, 2025 Inside Canada's Indian Metropolis (Brampton)
When Immigrating to a country you need to assimilate to the country you are going to not the country you are from. There is a reson you left the country leave that country identity gone …
When Immigrating to a country you need to assimilate to the country you are going to not the country you are from. There is a reson you left the country leave that country identity gone dont being it to a new place.
Identity Attack0.014852738
Insult0.00983089
Profanity0.010672474
Threat0.0062267366
Severe Toxicity0.000872612
Low Tox 0.027324399 Moderate Con 0.489 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
At least they seem like they can hold jobs and speak the native language so can assimilate(as much as their overwhelming numbers allow) well enough. The poor driving performance is an extreme safety issue that …
At least they seem like they can hold jobs and speak the native language so can assimilate(as much as their overwhelming numbers allow) well enough. The poor driving performance is an extreme safety issue that needs addressed ASAP, immediately, yesterday.
Identity Attack0.0037367835
Insult0.01617693
Profanity0.0094256615
Threat0.0061231707
Severe Toxicity0.0007247925
Low Tox 0.026499467 Moderate Con 0.484 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
My grand parents left in the 40's and 50s, went to the UK and now we live in NZ. There is a complete disconnect between the old and new as well as the fact that …
My grand parents left in the 40's and 50s, went to the UK and now we live in NZ. There is a complete disconnect between the old and new as well as the fact that assimilation simply isnt necessary because you can access all the culture (music, family/social connetion) on your phone. Previously you needed to integrate in order to survive; now life is more hermetic and as a result less integration occurs out of necessity.
Identity Attack0.007917541
Insult0.009906891
Profanity0.0117997285
Threat0.006155535
Severe Toxicity0.0008773804
Low Tox 0.019728716 Constructive 0.776
Oct 19, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
Wow. Such a massive change in such a short period of time. I'm impressed. A country within a country becoming just as successful. Who needs to assimilate ?
Wow. Such a massive change in such a short period of time. I'm impressed. A country within a country becoming just as successful. Who needs to assimilate ?
Identity Attack0.0048837173
Insult0.009944891
Profanity0.012107162
Threat0.0062785195
Severe Toxicity0.00074863434
Low Tox 0.019603057 Constructive 0.579 Identity_Assertion
Oct 2, 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.