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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: "to them your land is …" 454 comments · Page 18 of 19
I don’t disagree that people on a student visa should go back once the visa expires. a lot of responsibility falls on IRCC and immigration/ government to actually have everything regulated and documented. IRCC is …
I don’t disagree that people on a student visa should go back once the visa expires. a lot of responsibility falls on IRCC and immigration/ government to actually have everything regulated and documented. IRCC is impossible to get a hold of. Applications open people apply.. they get in and then the government forgets about them… the students and work permit people once they land have no idea what is going on. No place to live.. mental health.. tons or restrictions. Don’t invite guest for a sleep over if there is not extra bed in your house. Say the guest then decides they can just sleep on floor or sofa and you keep letting it happen over and over with no boundaries but also just say that they are not welcome. So again it’s the person who invites the guest who is responsible for clear cut communication, deadlines etc
Identity Attack0.010433395
Insult0.026444806
Profanity0.017162729
Threat0.0071199946
Severe Toxicity0.0015640259
Low Tox 0.056016337 Constructive 0.766 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
The smashing of Canada has to stop. This open border BS has to come to an end .DEPORTATIONS From 10 years back to now , must , must , take place .Trump is healing his …
The smashing of Canada has to stop. This open border BS has to come to an end .DEPORTATIONS From 10 years back to now , must , must , take place .Trump is healing his land , Canada is destroying its lands with its own hands . India as example is not a poor country ,yet their shipping people over flooding canada to no end . Can Canadaians do the same flooding India , hardly.
Identity Attack0.015817782
Insult0.004627596
Profanity0.0002377164
Threat0.004450154
Severe Toxicity0.0000114144605
Low Tox 0.05491646
Apr 14, 2025
You guys captured the 2nd biggest land of earth but you guys are simply focused on Brampton.
You guys captured the 2nd biggest land of earth but you guys are simply focused on Brampton.
Identity Attack0.009101473
Insult0.022190686
Profanity0.015488927
Threat0.0072106146
Severe Toxicity0.0016307831
Low Tox 0.054779384 Moderate Con 0.347 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Brown town aka Brampton. My family settled those lands back in the 1800s... sad man.
Brown town aka Brampton. My family settled those lands back in the 1800s... sad man.
Identity Attack0.008028535
Insult0.022770792
Profanity0.011492296
Threat0.0065827454
Severe Toxicity0.0011301041
Low Tox 0.049336795 Constructive 0.579
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Well done Quebec! Vive le Québec vital et libre. Our country has sold us out our political class has completely betrayed us. It's time to restore ourselves as masters of our own destiny in this …
Well done Quebec! Vive le Québec vital et libre. Our country has sold us out our political class has completely betrayed us. It's time to restore ourselves as masters of our own destiny in this beautiful land of ours. Je suis très hureux d'entendre ces actualites de ca. Bon travail mes amis! Amour de tes frères à l'Alberta! Laissons nous créer un avenir nous aurons fierté dans nos mêmes encores. Excuse mon français mauvais j'ai besoin plus pratiquer. Je suis si content. Vous m'avez donné espoirs pour l'avenir de nos pays! 😭😭🥰🥰
Identity Attack0.0073255757
Insult0.028502205
Profanity0.017777596
Threat0.007029374
Severe Toxicity0.0020313263
Low Tox 0.049336795 Constructive 0.712
Nov 24, 2025 Quebec Ends Economic Immigration Program …
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 …
just one point i’d like to make is the comment you made asking “native canadians” but you spoke to just non-immigrants. there are indigenous people in canada that are actually native to the land. those …
just one point i’d like to make is the comment you made asking “native canadians” but you spoke to just non-immigrants. there are indigenous people in canada that are actually native to the land. those are the native americans.
Identity Attack0.034816213
Insult0.016100928
Profanity0.010638315
Threat0.0058157085
Severe Toxicity0.0011110306
Low Tox 0.044141594 Moderate Con 0.441 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Snippet: Getting a college degree in native land should be less stressful than studying abroad -- as in studying in Canada or United States. Foreign countries and its schools would most likely have a higher …
Snippet: Getting a college degree in native land should be less stressful than studying abroad -- as in studying in Canada or United States. Foreign countries and its schools would most likely have a higher standards and expectations foreign students might find more textually challenging and tuition-costly. Immigration or Immigrant Policy is an entirely separate entry into a foreign country vs. based on student's visa, which is timed. I would go back home and finish up school there and earn back home -- visiting other land temporarily is fine, but not live with them full-time. FYI - Canada & USA are brothers biologically -- they are Anglo-Saxon and owned both countries and everything in it. be blessed. nov2025
Identity Attack0.014450782
Insult0.018258847
Profanity0.01220964
Threat0.006738094
Severe Toxicity0.0013160706
Low Tox 0.03969839 Constructive 0.759
Nov 25, 2025 Quebec Ends Economic Immigration Program …
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical …
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical engineer who worked in oil and gas for about 10 years in the Middle East. Once I landed in Canada, I went to work in Amazon Fullfillment Centre the week after I completed my quarantine. It was hard labor working for $16 per hour in Toronto. I worked for 10 months while working on my qualifications and engineering license. After that I was hired by an oil and gas contracting company and worked as a Trainee engineer after which I was promoted to Senior engineer in a year after I received my engineering license. I moved 4 cities in 4 years for my job. Now I am settled, own a home, got married to my long time girl friend and work at an Oil and Gas company which pays well. What I learnt through my experience is that Canada is a land of opportunities and people respect you for the work you do whatever it may be and do not judge you, all that we will have to do is work hard and improve on your skills. Integrate with the society, donate and volunteer. That’s how new immigrants can integrate. If you aren’t open minded and want to stay as you stayed in your country then you will not develop and it will hinder yours and the country’s progress.
Identity Attack0.011987305
Insult0.017292
Profanity0.018187506
Threat0.007029374
Severe Toxicity0.0017356873
Low Tox 0.037105743 Constructive 0.833 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
to them your land is an economic zone, nothing more
to them your land is an economic zone, nothing more
Identity Attack0.010507392
Insult0.012870909
Profanity0.012517073
Threat0.007145886
Severe Toxicity0.0011634827
Low Tox 0.034513097 Low Con 0.143 Identity_Assertion
Feb 25, 2026 2 likes Inside Canada's Indian Invasion...
sikhs know for their honesty and bravery,sikhs in canada definately love canadian land and they are trustworthy
sikhs know for their honesty and bravery,sikhs in canada definately love canadian land and they are trustworthy
Identity Attack0.027011903
Insult0.011920903
Profanity0.01620627
Threat0.007145886
Severe Toxicity0.0018787384
Low Tox 0.034513097 Constructive 0.506 Solidarity
Feb 11, 2026 Inside Canada's Indian Invasion...
Good the more immigrants that leave the better it will be for Canada they come here for a better life for safety for this for that they're all set up by the government giving houses …
Good the more immigrants that leave the better it will be for Canada they come here for a better life for safety for this for that they're all set up by the government giving houses cars don't have to worry about nothing it's all provided for them through the taxpayers money well the real Canadians are living out on the streets and eating out of garbage bins I don't have a bed or a roof over their heads due to the immigrants coming into our country then they come into our country in protest terrorist actions destroy our buildings are statues our churches block our streets hospitals shopping malls an etcetera they disrespect our rules and regulations and think they can voice their opinion on everything and get away with it they come here most of them with a green card as a visitor from another land overseas and yes they think they're a real Canadian but never contribute never done nothing for the country but just take from the real Canadians that made the country to what it is today and it's all government doing before they give a house or car or anything that they get the immigrants get if you're standing alongside of one peppermint will give it to the immigrant faster than what they'll give to a real Canadian they're more or less told to sleep on the streets and eat out of garbage bins because he's immigrants deserve nothing but the best in our country we have to show them that they are welcomed no they're not welcome anymore Canadian should come first not somebody that came in on a boat or an airplane from another country and overseas it's a government can't look after their own then they shouldn't be in the government because our prime minister is supposed to be protecting the real Canadians not the ones that are coming in over our borders I wonder if that's ever going to change probably not because they still need these foreigners votes just stay in the position where they're at Canada has become a very undeveloped country now in Canada has been put into a lot of danger due to the terrorism that's in our country from the people that they bought in our country from overseas I mean just look at all the protesting from the palestines and Hamas people what they've done so far to Canada we see it on the news just about every day ask for their rights anyways I can keep going on but it's not worth my time tomorrow is never promised it's just that I know Canada is sinking and sinking fast due to our government and their policies but when it sinks do you think the government's going to stand on board and go down with the ship nope I'll be in another country safe and sound
Identity Attack0.014712535
Insult0.008164782
Profanity0.00007872977
Threat0.0002559232
Severe Toxicity0.0000045725806
Low Tox 0.034101393 Fear_Threat
May 6, 2025 1 likes
That looks like conquered land to me...
That looks like conquered land to me...
Identity Attack0.005512681
Insult0.0107048955
Profanity0.017231047
Threat0.0091524795
Severe Toxicity0.001707077
Low Tox 0.030977672 Low Con 0.273
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada… how could you let this happen to the once beautiful land?
Canada… how could you let this happen to the once beautiful land?
Identity Attack0.011173353
Insult0.012376905
Profanity0.010023449
Threat0.006925808
Severe Toxicity0.0012397766
Low Tox 0.030388435 Moderate Con 0.352 Fear_Threat
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Decently based bike guy. More canadians need to be like him, but further in defence of the land.
Decently based bike guy. More canadians need to be like him, but further in defence of the land.
Identity Attack0.008324518
Insult0.01625293
Profanity0.010108846
Threat0.0066927844
Severe Toxicity0.0009393692
Low Tox 0.02779579 Constructive 0.53 Identity_Assertion
Mar 2, 2026 Inside Canada's Indian Invasion...
The big winner here is the Century initiative Rich bankers and land developers are making money handover fist I own quite a bit of land, so I’m doing well myself I guess 😆
The big winner here is the Century initiative Rich bankers and land developers are making money handover fist I own quite a bit of land, so I’m doing well myself I guess 😆
Identity Attack0.003144818
Insult0.013782915
Profanity0.013644327
Threat0.006647474
Severe Toxicity0.0009393692
Low Tox 0.026617315 Moderate Con 0.391 Economic_Argument
Feb 26, 2026 1 likes Canada's tighter immigration policy divides …
CANADA❤IS D 2ND LARGEST COUNTRY LAND WISE. POPULATION SHOULD BE AT LEAST 😮400 MILLIONS
CANADA❤IS D 2ND LARGEST COUNTRY LAND WISE. POPULATION SHOULD BE AT LEAST 😮400 MILLIONS
Identity Attack0.01274247
Insult0.010438894
Profanity0.011577694
Threat0.0068028234
Severe Toxicity0.0015449524
Low Tox 0.025910228 Low Con 0.248
Sep 15, 2025 Why Canadians Are Turning Against …
We have enough land to expand on ! We could try!
We have enough land to expand on ! We could try!
Identity Attack0.005771666
Insult0.009298887
Profanity0.013507691
Threat0.0079873605
Severe Toxicity0.0015449524
Low Tox 0.025792383 Moderate Con 0.393 Policy_Critique
Jan 5, 2026 Migrants cross into Canada near …
Brampton, my home and native land, has made me a millionaire
Brampton, my home and native land, has made me a millionaire
Identity Attack0.0073625734
Insult0.0105148945
Profanity0.016001316
Threat0.008026198
Severe Toxicity0.0015640259
Low Tox 0.02308189 Moderate Con 0.425 Personal_Narrative
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
It isn’t nearly enough. It would be better to secure our borders so people can’t just walk across. It isn’t rocket science. We do not have the responsibility to take in every person who crosses …
It isn’t nearly enough. It would be better to secure our borders so people can’t just walk across. It isn’t rocket science. We do not have the responsibility to take in every person who crosses our border especially when their first step on western land was the US.
Identity Attack0.006992595
Insult0.010248893
Profanity0.010484599
Threat0.0068869707
Severe Toxicity0.0007867813
Low Tox 0.022139108 Moderate Con 0.449 Policy_Critique
Dec 29, 2025 1 likes Deportations From Canada at Their …
This is historically Indian land, Columbus said.
This is historically Indian land, Columbus said.
Identity Attack0.011987305
Insult0.0086718835
Profanity0.014361672
Threat0.0071847234
Severe Toxicity0.0011253357
Low Tox 0.019980038 Low Con 0.22
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
What about tougher laws for those aiding and abetting this flow… particularly through First Nations lands. 😊
What about tougher laws for those aiding and abetting this flow… particularly through First Nations lands. 😊
Identity Attack0.005771666
Insult0.008994885
Profanity0.010245483
Threat0.0067898775
Severe Toxicity0.00074386597
Low Tox 0.019477395 Moderate Con 0.325 Call_To_Action
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
People who arrived to the land 150 years ago having issue with the people arriving 50 years ago. Growup we need new minds to keep city going thats what happened 150, 50yrs ago and now …
People who arrived to the land 150 years ago having issue with the people arriving 50 years ago. Growup we need new minds to keep city going thats what happened 150, 50yrs ago and now today.
Identity Attack0.0034777985
Insult0.009906891
Profanity0.009716015
Threat0.0063432488
Severe Toxicity0.000705719
Low Tox 0.016838523 Constructive 0.518
Jan 8, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Land of the ‘free’ folks 😂
Land of the ‘free’ folks 😂
Identity Attack0.0011535189
Insult0.0013305005
Profanity0.00004952578
Threat0.00015795005
Severe Toxicity0.0000021693488
Low Tox 0.0054082875
Dec 9, 2025
Mexican and Canadian visitors entering on a B2 visitor visa and staying longer than 30 days or traveling beyond 25 miles must apply for an I-94. Biometrics and photo is taken. It's been this way …
Mexican and Canadian visitors entering on a B2 visitor visa and staying longer than 30 days or traveling beyond 25 miles must apply for an I-94. Biometrics and photo is taken. It's been this way for many years. Really nothing really new here. Just enforcing the law that has been in place since 1996. Known as the 96 Act of the INA. I am a retired INS Inspector and spent 17 years on the San Diego/Tijuana land border crossing. I put my entry stamp on thousands of I-94's.
Identity Attack0.00074456655
Insult0.00022661212
Profanity0.00003744463
Threat0.00004035115
Severe Toxicity0.0000029890857
Low Tox 0.00093714095 Personal_Narrative
Dec 10, 2025 4 likes

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.