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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 also why we …" 839 comments · Page 31 of 34
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)
Pattaya and Phuket also slowly becoming Indian
Pattaya and Phuket also slowly becoming Indian
Identity Attack0.034558404
Insult0.018645585
Profanity0.018187506
Threat0.0076766624
Severe Toxicity0.0026893616
Low Tox 0.04240986 Low Con 0.169 Identity_Assertion
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country …
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country They have no time to commit crime they brought in so much refugees in Canada some of them lied just to come Canadian goverment. Dosen looks after their citizen they take from the citizens and give to the refugees that worked here for many years the citizen suffer that’s wrong
Identity Attack0.026105914
Insult0.0055637187
Profanity0.000032565335
Threat0.00047479253
Severe Toxicity0.0000051477014
Low Tox 0.042401526
Apr 14, 2025
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country …
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country They have no time to commit crime they brought in so much refugees in Canada some of them lied just to come Canadian goverment. Dosen looks after their citizen they take from the citizens and give to the refugees that worked here for many years the citizen suffer that’s wrong
Identity Attack0.026105914
Insult0.0055637187
Profanity0.000032565335
Threat0.00047479253
Severe Toxicity0.0000051477014
Low Tox 0.042401526
Apr 14, 2025
I lived near 49th and Fraser in Vancouver also known as Little India. Sikhs are really good neighbors. I wish I lived there now.
I lived near 49th and Fraser in Vancouver also known as Little India. Sikhs are really good neighbors. I wish I lived there now.
Identity Attack0.029402243
Insult0.013364912
Profanity0.01620627
Threat0.008039144
Severe Toxicity0.0022125244
Low Tox 0.0414203 Constructive 0.75 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Have any of you attempted to work with C&I? I did after adopting a children. 10 years ago, it was a breeze. First (and only) visitor record, valid for 2 years, with citizenship application quickly …
Have any of you attempted to work with C&I? I did after adopting a children. 10 years ago, it was a breeze. First (and only) visitor record, valid for 2 years, with citizenship application quickly processed and granted, and passport also procured in less than 1 year. Fast forward a few years. Now it was 1st visitor record, valid for 1 year. Prior to expiration, days spent trying to navigate a messed up website to submit required information and apply for extension to stay. Then wait for a year or more, to finally receive another visitor record that was valid for 6 months. Rinse and repeat. All for our adopted preschooler to legally remain in Canada. Finally, after 5+ years, citizenship was processed and granted.
Identity Attack0.0026453468
Insult0.023221988
Profanity0.015659723
Threat0.0066086366
Severe Toxicity0.0012207031
Low Tox 0.0414203 Constructive 0.798 Personal_Narrative
Jan 15, 2026 2.9 million Canadian temporary visas …
This is also happening with australia, it's becoming a problem.
This is also happening with australia, it's becoming a problem.
Identity Attack0.02128403
Insult0.012642908
Profanity0.013610168
Threat0.008103873
Severe Toxicity0.0014972687
Low Tox 0.040430736 Moderate Con 0.385 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Its not just diploma mills. I did an MBA at Schulich School of Business in Toronto from 2021-2023 and about 80% of students were from India. Of that 80%, about 50% barely spoke english and …
Its not just diploma mills. I did an MBA at Schulich School of Business in Toronto from 2021-2023 and about 80% of students were from India. Of that 80%, about 50% barely spoke english and had experience that was substantially less rigorous than the domestic students. I'm glad the government is starting to address this but their scope is too narrow - it is not just "diploma mills", institutions we once thought were reputable are also being diluted and the quality of education is decreasing precipitously across the board as a result.
Identity Attack0.015857628
Insult0.019870255
Profanity0.013029462
Threat0.00666042
Severe Toxicity0.0012397766
Low Tox 0.040430736 Constructive 0.76 Personal_Narrative
Oct 1, 2025 69 likes IRCC Names India in Study …
I also want to come canada from India please help
I also want to come canada from India please help
Identity Attack0.030949092
Insult0.011730902
Profanity0.015693882
Threat0.008103873
Severe Toxicity0.002040863
Low Tox 0.037577134 Moderate Con 0.467 Question
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated in the 80s and 90s had to assimilate and become “Canadian” which in hindsight was for the best. I learned about my culture and language at home, but my parents, emphasized the importance of being “Canadian first” and being a part of society and “fitting in.” This wasn’t at all a bad thing. I learned to ski, skate, make ice lollies with snow and syrup, went camping, played sports… I feel embarrassed when Indians are looked at in this light, but its true. 90% of this new wave of immigrants on “student visas,” dont intend to actually obtain any sort of an education, instead they use it as a pathway for permanent residency. I know this because I have relatives who say this out loud behind closed doors. I don’t agree with any of it, and quite frankly it’s very embarrassing, but most of us first generation Indian Canadians feel very upset about how its all played out and the negative light in which our people are now viewed under. Personally, I agree they arent interested in becoming culturally Canadian, they just want to be in Canada for financial reasons. They stay in their groups, dont integrate and think somehow this will play out well. It isnt discrimination when your own people also feel this way. I have yet to meet a first gen Canadian who disagrees
Identity Attack0.02138452
Insult0.017088935
Profanity0.014874061
Threat0.0066215824
Severe Toxicity0.0014781952
Low Tox 0.037577134 Constructive 0.762 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Metropolis (Brampton)
New Zealand has the same problem its not an accident.Highly skilled migrants like gas station and liquor store employees. Theyre also realy good drivers who dont mess up the motorways by driving 30kms under the …
New Zealand has the same problem its not an accident.Highly skilled migrants like gas station and liquor store employees. Theyre also realy good drivers who dont mess up the motorways by driving 30kms under the speed limit.
Identity Attack0.019575719
Insult0.013820915
Profanity0.012243799
Threat0.0069387536
Severe Toxicity0.0012588501
Low Tox 0.037577134 Constructive 0.641
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
*_Now hold up, wait a minute… I saw this video 2 weeks ago, it was taken down after, but now it’s back up._* I’m happy it’s back up… Also as a Canadian: *_”Hello Eh!”_* (lol)
*_Now hold up, wait a minute… I saw this video 2 weeks ago, it was taken down after, but now it’s back up._* I’m happy it’s back up… Also as a Canadian: *_”Hello Eh!”_* (lol)
Identity Attack0.017163984
Insult0.013820915
Profanity0.019690514
Threat0.007301235
Severe Toxicity0.0018119812
Low Tox 0.037105743 Moderate Con 0.483 Meta_Commentary
Feb 15, 2026 Inside Canada's Indian Invasion...
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 …
Canada is done There is NO going back I would say just give up now and accept the situation. Also canada won’t be canada in next few years it will be PANADA
Canada is done There is NO going back I would say just give up now and accept the situation. Also canada won’t be canada in next few years it will be PANADA
Identity Attack0.015455672
Insult0.013972916
Profanity0.0103992
Threat0.007340072
Severe Toxicity0.0013637543
Low Tox 0.037105743 Low Con 0.25 Fear_Threat
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
They are all now working everywhere go to dollarama tim hortons poppoye no frills selling offering credit cards domino pizza concierge and also inside pearson airport
They are all now working everywhere go to dollarama tim hortons poppoye no frills selling offering credit cards domino pizza concierge and also inside pearson airport
Identity Attack0.0027563404
Insult0.019741343
Profanity0.012346277
Threat0.005971058
Severe Toxicity0.0010299683
Low Tox 0.036870047 Constructive 0.542 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
Mass immigration is also about having loyal voters to retain power.
Mass immigration is also about having loyal voters to retain power.
Identity Attack0.017967897
Insult0.011160898
Profanity0.010774951
Threat0.0068869707
Severe Toxicity0.001115799
Low Tox 0.03639866 Low Con 0.255 Policy_Critique
Feb 24, 2026 41 likes 'We do know that there's …
It’s about time and I have nothing to say about bad about immigration as thats how Canada was built and I’ve come to realize that Canadian Citizens are paying the government for rent to live …
It’s about time and I have nothing to say about bad about immigration as thats how Canada was built and I’ve come to realize that Canadian Citizens are paying the government for rent to live in Canada to a particular group of people who weren’t the First people of Canada especially if the Government allows the information out !! Also 340 million is cheaper than keeping them here
Identity Attack0.01666154
Insult0.014276917
Profanity0.00997221
Threat0.0063432488
Severe Toxicity0.0011396408
Low Tox 0.036162965 Constructive 0.609
Dec 31, 2025 1 likes Deportations From Canada at Their …
Maybe Canadians should spend their hard earned money in their own country instead of Trumps, also start to restrict Americans coming North
Maybe Canadians should spend their hard earned money in their own country instead of Trumps, also start to restrict Americans coming North
Identity Attack0.015445016
Insult0.0062027355
Profanity0.000085307685
Threat0.0006335917
Severe Toxicity0.0000047105987
Low Tox 0.034775984
Dec 9, 2025
there is one way to solve this problem and that is financial punishment for rule breaking. it's the only thing these people understand. and i think whoever opened the flood gates understands this very well …
there is one way to solve this problem and that is financial punishment for rule breaking. it's the only thing these people understand. and i think whoever opened the flood gates understands this very well also
Identity Attack0.0026453468
Insult0.011730902
Profanity0.011628932
Threat0.011715741
Severe Toxicity0.0013923645
Low Tox 0.034748793 Moderate Con 0.302 Policy_Critique
Feb 7, 2026 Inside Canada's Indian Invasion...
This feels 6-8 years too late, You could even argue it as far back as 2010. We should've never kept our numbers at such high of a % of our population, it should've always been …
This feels 6-8 years too late, You could even argue it as far back as 2010. We should've never kept our numbers at such high of a % of our population, it should've always been focused industries only such as agriculture. Instead our business model is basically : Cheap Labour via Worker Visas, Housing Market due to quick and massive population boost and Student Visas making them pay 3.5x more than regular students that encourages post-secondary schools to choose international over domestic which may also have long-term consequences as we see many immigrants go back to their home or take their degree to a higher paying nation.
Identity Attack0.003884775
Insult0.019419061
Profanity0.013576009
Threat0.00636914
Severe Toxicity0.0010824203
Low Tox 0.034748793 Constructive 0.527 Policy_Critique
Jan 19, 2026 9 likes Why Canada’s immigration system has …
Im also an immigrant but I came here because I liked Canadian culture, I didn't want to bring my Country's culture here. I simply wanted to live a North American lifestyle. This is entirely different. …
Im also an immigrant but I came here because I liked Canadian culture, I didn't want to bring my Country's culture here. I simply wanted to live a North American lifestyle. This is entirely different. Its just changing your location, and continuing to live in a mini India inside a different geography. If I want to experience my country's culture again and if I miss it I simply do a visit to my family back home.
Identity Attack0.025002124
Insult0.012414906
Profanity0.011816809
Threat0.0062008454
Severe Toxicity0.0011301041
Low Tox 0.034513097 Constructive 0.717
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Thanks, I just passed and scored 20/20 in 7 minutes. The questions were so easy, straight from the book and this video helped a lot. I also did a lot of mock tests.
Thanks, I just passed and scored 20/20 in 7 minutes. The questions were so easy, straight from the book and this video helped a lot. I also did a lot of mock tests.
Identity Attack0.0068446035
Insult0.012870909
Profanity0.029050145
Threat0.009359611
Severe Toxicity0.002231598
Low Tox 0.034277402 Constructive 0.65 Personal_Narrative
Jan 26, 2026 15 likes Canadian Citizenship Test 2025 – …
here in the netherlands is also going really quick
here in the netherlands is also going really quick
Identity Attack0.014249804
Insult0.011540901
Profanity0.022628209
Threat0.009877442
Severe Toxicity0.0024795532
Low Tox 0.033334624 Low Con 0.277 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian parents who were born OUTSIDE of Canada can now pass their citizenship to their kids who are also born OUTSIDE of Canada as long as the parents can prove they spent 3 years in …
Canadian parents who were born OUTSIDE of Canada can now pass their citizenship to their kids who are also born OUTSIDE of Canada as long as the parents can prove they spent 3 years in Canada. What?? Why??
Identity Attack0.016963007
Insult0.011578901
Profanity0.010979908
Threat0.0058027627
Severe Toxicity0.0010204315
Low Tox 0.03309893 Moderate Con 0.368 Question
Jan 15, 2026 Canada’s new rules in 2026
That's good because they enjoyed living over there, we also are all the same people's who lived in this cruel world, so let's just enjoy it even if it's not right anymore, but at least …
That's good because they enjoyed living over there, we also are all the same people's who lived in this cruel world, so let's just enjoy it even if it's not right anymore, but at least we are still good people's.
Identity Attack0.007029593
Insult0.012680908
Profanity0.019690514
Threat0.007741391
Severe Toxicity0.0014781952
Low Tox 0.032863233 Constructive 0.595 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...

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.