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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: "Where can I find this …" 486 comments · Page 17 of 20
as an Indian i believe Canada should do something to fix this issue because not only is this destroying the somewhat good reputation we had, its also rendering people unable to find jobs. I have …
as an Indian i believe Canada should do something to fix this issue because not only is this destroying the somewhat good reputation we had, its also rendering people unable to find jobs. I have some good friends who are living in Canada(they're canadian) and are drastically searching for a job they're overqualified for which just breaks my heart
Identity Attack0.021585498
Insult0.018774498
Profanity0.01309778
Threat0.0074954215
Severe Toxicity0.0011825562
Low Tox 0.045873325 Constructive 0.741 Personal_Narrative
Feb 5, 2026 Inside Canada's Indian Invasion...
C'mon, they're easy to find they all work in the fast food industry B.C is invaded with so-called temporary students
C'mon, they're easy to find they all work in the fast food industry B.C is invaded with so-called temporary students
Identity Attack0.008879486
Insult0.019741343
Profanity0.017094411
Threat0.0064079775
Severe Toxicity0.001335144
Low Tox 0.045625936 Moderate Con 0.358 Unverified_Claim
Oct 2, 2025 IRCC Names India in Study …
I still don't understand why we brought them here. Why did we need to make it impossible for our young people to find jobs? It only benefits corporations not the Canadian citizens.
I still don't understand why we brought them here. Why did we need to make it impossible for our young people to find jobs? It only benefits corporations not the Canadian citizens.
Identity Attack0.026609946
Insult0.016784932
Profanity0.009784333
Threat0.006272047
Severe Toxicity0.0013065338
Low Tox 0.044388983 Constructive 0.567 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
My neighbour is a high skilled import for a Canadian job. Now he still lives in Canada but works remote for a US organization and he still isn’t a citizen. Something smells fishy, huh. I’m …
My neighbour is a high skilled import for a Canadian job. Now he still lives in Canada but works remote for a US organization and he still isn’t a citizen. Something smells fishy, huh. I’m a high skilled Canadian but couldn’t find permanent work after a layoff in 2015. Funny how in my contract roles I constantly work alongside so many new arrivals that find work 2 months after they get here. I’m sure $$ in wages and subsidies were involved.
Identity Attack0.014350293
Insult0.020063626
Profanity0.011509376
Threat0.0059516393
Severe Toxicity0.0011491776
Low Tox 0.0438942 Constructive 0.647 Personal_Narrative
Jun 20, 2025 2 likes How Canada broke its immigration …
I'm a immigrant, came here without any English, but learned the language. I was born in Brazil and I watch more Hockey then soccer. I always do the best I can to be integrated within …
I'm a immigrant, came here without any English, but learned the language. I was born in Brazil and I watch more Hockey then soccer. I always do the best I can to be integrated within society, helping and doing the best I can so anywhere I go and tell them where I live to represent the county and show them how respectful we are!I feel sad watching people trying to change the culture instead of adapting to Canada's Culture. I'm not a person that get's angry easily but I find really hard not to feel displeased with the lack of respect to the County and it's culture. Just my two cents
Identity Attack0.019877186
Insult0.020063626
Profanity0.015728042
Threat0.006861079
Severe Toxicity0.001411438
Low Tox 0.0438942 Constructive 0.858
Aug 27, 2025 Why Canadians Are Turning Against …
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration …
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration has broad support across Canada. I wouldn't say that notion is dividing the country in any significant way. You do have certain industry groups that disagree, but among the population these reductions have broad support. This is a historic change in public opinion in Canada, but it has been driven by the unprecedented increase in immigration under the last term of the Trudeau government. To put this in context, non-permanent residents in Canada numbered around 1.5 million on Q3 2023, but by Q3 2025, that number sat a just over 3 million. The previous government increased immigration targets by 3 or 4 times over what they had been for years, which caused a number of economic issues. Essentially, the volume was simply too high for the economy and society to support. This was unfair to both Canadians and new comers, many of which could not find employment or afford a decent place to live. The changes being suggested are largely bringing Canada back to what the targets were for over a decade before, though a bit lower to account for the sudden surge. Canada remains one of the most pro-immigration countries in the world. However, and this is where I think DW's reporting is misleading, there is a distinction to be made between policies at the federal level and policies at the provincial level. Immigration, per our constitution, is a federal matter, however, Quebec in particular is distinct from other provinces. I don't mean only culturally and linguistically, but also in the powers that have been devolved to it by the federal government. On the question of immigration, Quebec has more powers and more ability to set its immigration targets and programs than any of the other 9 provinces. The particular program discussed here, the Quebec Experience Program (PEQ), is a particular immigration stream that only existed in Quebec. So what is happening with that program cannot be labeled as a whole-of-Canada thing. Where the changes to the PEQ are controversial, unlike the general changes at the federal level, is that people who immigrated under that specific program were promised certain things. There was a multi-year time line to Permanent Residency and then Citizenship. Many of those people have been in Quebec for 5-8 years already. However, the changes made to the program were done in such a way where people who many years into the program, had gotten an education, started a career, had children, ect. are now being told they can't continue and must leave Canada. There are even stories of people who married Canadians, now have children, and the one parent who was under this program now faces the possibility of having to leave Canada and be separated from their family. All through no fault of their own. That is what many people see as unfair, and I agree, however limiting future applications under the program, to bring in less people, that is not controversial. Canada has no responsibility to bring in people who are not already in Canada, but Canada does have some responsibility towards people who uprooted their lives to move to Canada and built new lives here based on promises and representations made to them by the Canadian and Quebecois governments. We should no simply kick those people out of the country.
Identity Attack0.011099357
Insult0.022899706
Profanity0.013029462
Threat0.0067316215
Severe Toxicity0.0012397766
Low Tox 0.043399423 Constructive 0.821 Policy_Critique
Feb 11, 2026 29 likes Canada's tighter immigration policy divides …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m a Canadian citizen sleeping in my Car, got exhausted of this situation 😔sending resumes days/nights no call back, became impossible to find a job/affordable housing it’s chaos
I’m a Canadian citizen sleeping in my Car, got exhausted of this situation 😔sending resumes days/nights no call back, became impossible to find a job/affordable housing it’s chaos
Identity Attack0.010655383
Insult0.01819439
Profanity0.011236101
Threat0.006641001
Severe Toxicity0.0012397766
Low Tox 0.04240986 Constructive 0.572
Sep 28, 2025 272 likes IRCC Names India in Study …
Thanks Michelle for bring this to our attention. Now I'm wondering what is it going to cost to find 79,000+ students so they can eventually be deported? I'm going to guess at least 1000.00 per …
Thanks Michelle for bring this to our attention. Now I'm wondering what is it going to cost to find 79,000+ students so they can eventually be deported? I'm going to guess at least 1000.00 per day per person to track them down. This should be deducted from the Liberal party's salary and not the tax payers! Or better yet, seize/freeze Trudeau's bank account/pension!!!!
Identity Attack0.006955597
Insult0.017292
Profanity0.0103821205
Threat0.008311004
Severe Toxicity0.0013446808
Low Tox 0.041915078 Constructive 0.637
Sep 29, 2025 IRCC Names India in Study …
Sometimes I don’t understand why people create content online that highlights specific communities or cultures in ways that can reinforce stereotypes. Just because someone belongs to a certain background doesn’t mean they represent everything shown …
Sometimes I don’t understand why people create content online that highlights specific communities or cultures in ways that can reinforce stereotypes. Just because someone belongs to a certain background doesn’t mean they represent everything shown on social media. Content like this can make others form generalized opinions, which can feel unfair and frustrating for individuals who don’t relate to those portrayals. The internet gives everyone a platform, but with that comes responsibility. Before creating content about communities, it’s important to remember that cultures are diverse and complex, and no single video can define them. At the end of the day, being respectful and human should come first. Which ethnicity you belong to , I can find 1000 flaws in your ethnicity. Just be humans . YouTube gives you leverage to talk shit. @TylerOliveira
Identity Attack0.008509507
Insult0.018710041
Profanity0.023106437
Threat0.0076507707
Severe Toxicity0.0015544891
Low Tox 0.04166769 Constructive 0.815 Moral_Argument
Feb 21, 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 …
While the economy falters due to a lack of competition and innovation, corruption grows and income inequality explodes, it's so easy to find an enemy that diverts the focus of the discussion and can lead …
While the economy falters due to a lack of competition and innovation, corruption grows and income inequality explodes, it's so easy to find an enemy that diverts the focus of the discussion and can lead a society to ruin. If this story seemed to belong to the past, we must look at it critically so as not to fall into this trap.
Identity Attack0.0031263188
Insult0.019225692
Profanity0.01127026
Threat0.0074824756
Severe Toxicity0.0008583069
Low Tox 0.038991302 Constructive 0.644
Nov 22, 2025 Quebec Ends Economic Immigration Program …
If you can't find a local person to work at your fast food restaurant, try increasing the wage, improving work conditions, providing benefits, having a retention bonus, etc Flying someone 10000 km to an urban …
If you can't find a local person to work at your fast food restaurant, try increasing the wage, improving work conditions, providing benefits, having a retention bonus, etc Flying someone 10000 km to an urban center to work at Tim Hortons only makes economic sense if you plan to exploit them.
Identity Attack0.0029228306
Insult0.015872927
Profanity0.012004685
Threat0.01086132
Severe Toxicity0.0013542175
Low Tox 0.03828422 Moderate Con 0.483
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
My son is having a hard time finding a job. He is 22 and looking for anything. I told him to leave the country and come back and claim asylum. I am sure they would …
My son is having a hard time finding a job. He is 22 and looking for anything. I told him to leave the country and come back and claim asylum. I am sure they would not say anything because there are no checks and balances in our immigration system.
Identity Attack0.017766917
Insult0.012870909
Profanity0.012073003
Threat0.006699257
Severe Toxicity0.0010681152
Low Tox 0.03781283 Constructive 0.681 Personal_Narrative
Feb 26, 2026 6 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Americans finding out people migrate all over the word and not just the states.
Americans finding out people migrate all over the word and not just the states.
Identity Attack0.019475231
Insult0.014504919
Profanity0.012004685
Threat0.0066280556
Severe Toxicity0.0012207031
Low Tox 0.03734144 Moderate Con 0.349 Comparative_Framing
Jan 27, 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 …
People have migrated from their homelands to other countries in different centuries—some in the 16th, 17th, 18th, 19th, 20th, and 21st centuries. I don’t understand why people claim that “we have lost our identity.” The …
People have migrated from their homelands to other countries in different centuries—some in the 16th, 17th, 18th, 19th, 20th, and 21st centuries. I don’t understand why people claim that “we have lost our identity.” The shift from being a majority to a minority is largely about timing—some people’s ancestors arrived earlier than others, usually in search of better opportunities they couldn’t find at home. Most people don’t want to leave their motherland, but they move out of necessity, not preference. Throughout history, Western and Middle Eastern powers destroyed economies, accumulated global wealth for themselves, and caused immense suffering through violence, forced conversions, and plundering. This exploitation is a major reason why some countries today struggle to reach the living standards seen in the West. The long-term effects of colonialism, conflict, and migration continue to shape societies and opportunities for many people.
Identity Attack0.014048826
Insult0.016784932
Profanity0.013917602
Threat0.0068287146
Severe Toxicity0.0011873245
Low Tox 0.03639866 Constructive 0.702 Moral_Argument
Oct 15, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Find them
Find them
Identity Attack0.006437627
Insult0.011540901
Profanity0.02030538
Threat0.018537397
Severe Toxicity0.0025558472
Low Tox 0.03639866 Moderate Con 0.364
Oct 14, 2025 IRCC Names India in Study …
Young individuals are experiencing😂😂😂 an increase in unemployment and difficulty in finding jobs because of the long wait times. The process of solving these problems can be accelerated by AI systems. What is the duration …
Young individuals are experiencing😂😂😂 an increase in unemployment and difficulty in finding jobs because of the long wait times. The process of solving these problems can be accelerated by AI systems. What is the duration of time these individuals are waiting for a job?
Identity Attack0.0054756827
Insult0.012756908
Profanity0.016069634
Threat0.0066280556
Severe Toxicity0.0014972687
Low Tox 0.03592727 Moderate Con 0.396 Economic_Argument
Jan 20, 2026 Why Canada’s immigration system has …
News As AAA AA no one find Stock midea no find i give adres no
News As AAA AA no one find Stock midea no find i give adres no
Identity Attack0.0047357255
Insult0.013782915
Profanity0.017777596
Threat0.007870848
Severe Toxicity0.0018882751
Low Tox 0.034277402 Moderate Con 0.337
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
Time for Canada ICE to find and send them packing.
Time for Canada ICE to find and send them packing.
Identity Attack0.004643231
Insult0.013782915
Profanity0.010467518
Threat0.012647836
Severe Toxicity0.0016021729
Low Tox 0.032156147 Low Con 0.149
Oct 4, 2025 IRCC Names India in Study …
they've yet to find a single bar of deodorant in the city, true story
they've yet to find a single bar of deodorant in the city, true story
Identity Attack0.002830336
Insult0.014352918
Profanity0.013883443
Threat0.006530962
Severe Toxicity0.0010204315
Low Tox 0.03192045 Moderate Con 0.312
Jan 17, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Dialysis is for people with CHRONIC kidney disease, just how long are we supposed to fund the worlds treatment? Our healthcare system is strained to its capacity! Every week one can find a news story …
Dialysis is for people with CHRONIC kidney disease, just how long are we supposed to fund the worlds treatment? Our healthcare system is strained to its capacity! Every week one can find a news story about someone who was waitlisted too long for an oncologist or a scan, and no longer has a chance of recovery ❤️‍🩹
Identity Attack0.00673361
Insult0.014162917
Profanity0.011219022
Threat0.00636914
Severe Toxicity0.0012397766
Low Tox 0.03192045 Constructive 0.657 Policy_Critique
Dec 24, 2025 Deportations From Canada at Their …
Also, for those watching who have never lived in Canada, here's a fun little experiment you can try: Go to Radio Garden and go to Brampton's radio stations. Try to find a station in English …
Also, for those watching who have never lived in Canada, here's a fun little experiment you can try: Go to Radio Garden and go to Brampton's radio stations. Try to find a station in English or French (The official languages of Canada). You may or may not notice a pattern. At the time of writing this, out of 6 stations, 5 of them are indian or punjabi.
Identity Attack0.023193322
Insult0.012452906
Profanity0.011697251
Threat0.006537435
Severe Toxicity0.001115799
Low Tox 0.031449065 Moderate Con 0.466
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
they took all the jobs here in canada bro especially ontario toronto (GTA) area im almost 18 and i still cant find a flipping job because they get payed like 4$/hour on some job like …
they took all the jobs here in canada bro especially ontario toronto (GTA) area im almost 18 and i still cant find a flipping job because they get payed like 4$/hour on some job like cashier thats y if u go tim hortons there all there fam
Identity Attack0.006511623
Insult0.015340924
Profanity0.012926984
Threat0.0062008454
Severe Toxicity0.001001358
Low Tox 0.031449065 Constructive 0.506 Economic_Argument
Jan 27, 2026 1 likes 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.