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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

click to expand

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: "FINALLY! All of Canada should …" 60 comments · Page 2 of 3
Finally someone is looking into this. FFS they literally founded non existent colleges to exploit the bridge loopholes from a faux student visa to a faux job which gets them to a PR status because …
Finally someone is looking into this. FFS they literally founded non existent colleges to exploit the bridge loopholes from a faux student visa to a faux job which gets them to a PR status because the immigration offices are not doing their jobs. We've been flodded with fake students for years now. And for the record I am not against student visas and legal and appropriate immigration. Far from it. I appreciate every person, whether from India or somewhere esle, that is in Canada legally and with intention to integrate and contribute.
Identity Attack0.056582913
Insult0.06669625
Profanity0.02522431
Threat0.007417747
Severe Toxicity0.0032615662
Low Tox 0.15103401 Constructive 0.794 Unverified_Claim
Oct 3, 2025 IRCC Names India in Study …
Canada finally got a clue. Probably too late. Immigration is NOT a 'right'.
Canada finally got a clue. Probably too late. Immigration is NOT a 'right'.
Identity Attack0.10221587
Insult0.033570543
Profanity0.012038844
Threat0.007249452
Severe Toxicity0.0029754639
Low Tox 0.13388206 Low Con 0.226 Policy_Critique
Feb 16, 2026 Canada's tighter immigration policy divides …
When will Canada finally be ceded to India?
When will Canada finally be ceded to India?
Identity Attack0.10221587
Insult0.028832749
Profanity0.014942379
Threat0.010705971
Severe Toxicity0.003929138
Low Tox 0.11652588 Low Con 0.234 Fear_Threat
Nov 20, 2025 Inside Canada's Indian Metropolis (Brampton)
finally exposing canada
finally exposing canada
Identity Attack0.06431354
Insult0.025800243
Profanity0.017026093
Threat0.055917133
Severe Toxicity0.005455017
Low Tox 0.11336674 Low Con 0.274 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Spot on One of the rare few BEST casts I have watched. Every word is correct said. I am Canadian, I've been to Jamaica and fell in love with the beautiful country and people. I …
Spot on One of the rare few BEST casts I have watched. Every word is correct said. I am Canadian, I've been to Jamaica and fell in love with the beautiful country and people. I was hoping to live out my final years in Jamaica, but Canada's Liberal government has drained and taken that dream from me and made that move unaffordable now because of their destructive policies. 😢
Identity Attack0.023595277
Insult0.0638991
Profanity0.012517073
Threat0.00636914
Severe Toxicity0.0016593933
Low Tox 0.112436704 Constructive 0.796
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
Wow 10 people deported look out Canada finally taking action
Wow 10 people deported look out Canada finally taking action
Identity Attack0.036105253
Insult0.023093075
Profanity0.011150704
Threat0.009566744
Severe Toxicity0.0022125244
Low Tox 0.09611836 Low Con 0.22 Humor_Satire
Feb 18, 2026 Canadian immigration officers investigating hundreds …
May I say as a Metis. My family were and are the first people to be described as Canadian and are still acknowledged as the original Canadians. My great Uncles and Aunts fought the British …
May I say as a Metis. My family were and are the first people to be described as Canadian and are still acknowledged as the original Canadians. My great Uncles and Aunts fought the British North West Mounted Police at Batoche because the British Colonizers after outlawing fur trade except through the HBC company were further insulted by having their ancestral land sectioned off and given to immigrants. My uncles also were part of the first battle at Seven Oaks when surveyors were surveying and measuring my ancestral cousins land. The British Immigrants were described as the preferred immigrants. TheNorth American Indians, the Metis were described as undesirables and in a memo written to the Indian Affairs Minister during John A MacDonald asking him how best to remove the undesirables Metis from their land. The Metis were not placed on reservations because we never stopped fighting for our homeland rights. What is happening now is a continuation of what happened back when John A MacDonald was Prime Minister. May I also say if these migrates think their customs and regions are so great then stay in your homeland. But unlike the brave Metis who continues to oppose the government and finally 100 years later some our birthrights as the original Canadians have been recognized. My great grandfather and his father were both named Antoine and Charles Henault dit Canada, and to this day from the 1700s some of my cousin’s last name has been Canada since the 1700s. People with Canadian passports don’t make them Canadian. Indians from Indian don’t integrate or intermarry. They impose their culture on the rest of the country. Get rid of them all.
Identity Attack0.0376521
Insult0.032799274
Profanity0.017162729
Threat0.008323951
Severe Toxicity0.002412796
Low Tox 0.09112182 Constructive 0.772 Identity_Assertion
Sep 12, 2025 Why Canadians Are Turning Against …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all my life story) to obtain PR and come to Canada just to realize that people without any of these come from different parts of the world especially India bypassing the system and living better life working cash jobs and doing random stuff. When i went to take driving license first time, An Indian origin guy rejected my application saying that my Indian License wasn't looking original enough , where I have seen people who couldn't even speak basic English were applying to get license to drive trucks. It is sad to see how many of our people are bringing a lot of 'Indianness' to this country and live like it is their own turf. I have met many young and middle aged individuals who call themselves students who doesn't even have a clue of what they are studying. It is unbelievable how people of certain status live their life partying and enjoying breaking all sort of rules , dropping out of college etc. when people who are here legally and many Canadians struggling to pay rent / mortgages / insurances etc. Don't even want to talk about job security , its a joke. Finally happy to see someone raising voice.
Identity Attack0.034300596
Insult0.02982438
Profanity0.02208166
Threat0.007197669
Severe Toxicity0.0025367737
Low Tox 0.08241652 Constructive 0.741
Oct 22, 2025 IRCC Names India in Study …
Congratulations 🎉! Finally and hopefully the rest of Canada will do the same, and also to end the citizenship granted easy pizzy process to anyone born on Canadian soil if parents are NOT Canadians or …
Congratulations 🎉! Finally and hopefully the rest of Canada will do the same, and also to end the citizenship granted easy pizzy process to anyone born on Canadian soil if parents are NOT Canadians or PR.
Identity Attack0.054763943
Insult0.019161236
Profanity0.010023449
Threat0.008582866
Severe Toxicity0.0022602081
Low Tox 0.07845957 Constructive 0.507
Nov 22, 2025 1 likes Quebec Ends Economic Immigration Program …
Canada is slow but finally on the right track...... Immigration have to be regulated/controlled to reap its benefits and keep the risk manageable.......... It should not behave like a "flood gate"
Canada is slow but finally on the right track...... Immigration have to be regulated/controlled to reap its benefits and keep the risk manageable.......... It should not behave like a "flood gate"
Identity Attack0.019977676
Insult0.021417208
Profanity0.010569996
Threat0.006757513
Severe Toxicity0.0012588501
Low Tox 0.05131592 Constructive 0.559 Policy_Critique
Feb 11, 2026 17 likes Canada's tighter immigration policy divides …
Canada is finally having some culture.
Canada is finally having some culture.
Identity Attack0.023997234
Insult0.01648093
Profanity0.012141321
Threat0.006770459
Severe Toxicity0.0016498566
Low Tox 0.04216247 Low Con 0.267
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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 …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t pass the IELTS (English proficiency test) entered the country on visitor visas or through spousal sponsorships—some of which were questionable or fraudulent. During that time, the government was converting visitor visas into work permits with little to no scrutiny. Background checks and rejections were rare. Meanwhile, colleges rapidly expanded their intake capacity—understandably so, since international students pay three to four times more in tuition. At the same time, due to inflationary pressures, the government allowed international students to work 40 hours per week instead of the previous 20-hour limit. This created a new, ready-to-work labor force in just a year or two, heavily impacting the retail sector. As a result, a large portion of retail jobs shifted toward a single ethnic group, while many Canadian citizens found themselves sidelined. One key factor was flexibility. Many immigrant communities—particularly Indian—were more willing to accept irregular hours and last-minute shifts, often adopting a more compliant, “yes sir” attitude that employers found appealing. However, I’m already beginning to notice changes in the retail landscape, likely due to the government finally tightening immigration rules. Going forward, we don’t need to close our doors—but we do need smarter immigration policies, with proper checks and balances, to ensure fairness and sustainability for everyone.
Identity Attack0.010211408
Insult0.020772645
Profanity0.012961143
Threat0.006757513
Severe Toxicity0.0012016296
Low Tox 0.03828422 Constructive 0.779
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Could Canada's liberal government finally be putting it's own people first?
Could Canada's liberal government finally be putting it's own people first?
Identity Attack0.014249804
Insult0.015644927
Profanity0.010467518
Threat0.0071847234
Severe Toxicity0.0012016296
Low Tox 0.036634352 Low Con 0.296 Policy_Critique
Jan 1, 2026 Deportations From Canada at Their …
Finally, the government is trying to correct the underlying issue related to foreign students and the colleges involvement. All the colleges recruiting international students should adhere to strict rules and regulations . They should not …
Finally, the government is trying to correct the underlying issue related to foreign students and the colleges involvement. All the colleges recruiting international students should adhere to strict rules and regulations . They should not ignore students' bad behaviors and false credentials in order to obtain a student permit in Canada. Also, Canada Immigration also needs to scrutinize both students and colleagues
Identity Attack0.012061302
Insult0.01648093
Profanity0.009681856
Threat0.006246155
Severe Toxicity0.0008249283
Low Tox 0.032156147 Constructive 0.53
Sep 29, 2025 IRCC Names India in Study …
Finally someone is sticking up for Canadians and for Canada
Finally someone is sticking up for Canadians and for Canada
Identity Attack0.012340514
Insult0.010666896
Profanity0.010774951
Threat0.009230154
Severe Toxicity0.0013065338
Low Tox 0.029917045 Moderate Con 0.333 Solidarity
Sep 29, 2025 879 likes IRCC Names India in Study …
Finally a good move. About time the rest of Canada follows for the sake of all Canadians.
Finally a good move. About time the rest of Canada follows for the sake of all Canadians.
Identity Attack0.014048826
Insult0.011312899
Profanity0.009784333
Threat0.008103873
Severe Toxicity0.0011062622
Low Tox 0.02779579 Moderate Con 0.409 Policy_Critique
Nov 24, 2025 Quebec Ends Economic Immigration Program …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has run out, and during this stressful time, I have only had 4 actual interviews with real human beings. I am also a caregiver for both of my parents, and working remotely has been my profession for the last 7 years. Remote work allows me to both care for them and bring in a full-time income. Despite having 30 years of customer service experience, I find myself being overlooked. Many companies now use AI to prescreen resumes, so if your resume isn’t ATS-friendly, it often never gets seen by a human. Even if you make it past that stage, there are endless AI-driven assessments before you even have a chance to speak with someone. And when you finally do, it’s often yet another layer of screening rather than a real interview. I know I bring value — I consistently receive compliments from customers across cultures for speaking clearly, precisely, and making their experience enjoyable. Yet I find myself competing with younger candidates who can work longer hours, or new immigrants that companies often prioritize, sometimes with government incentives. At 55, I feel like I’m being overlooked despite my proven skills and professionalism. Right now, I live with my retired parents and should be caring for them. Instead, my father is helping me pay my bills so I don’t ruin the credit I worked so hard to build. If I don’t secure a job soon, I fear I’ll lose everything else I’ve managed to hold onto. The stress is overwhelming — I cry daily, and on top of everything, I also face health issues of my own, but I have no space to focus on them because survival takes priority. Canada today feels very different from the country I grew up in. Since the pandemic, things have become harder in every way — jobs, housing, and simply living. Even if I manage to secure work, rent alone now takes up nearly 75% of what I’d earn, not even including other basic bills. It’s disheartening to feel like no matter how hard I push, I can’t get ahead.
Identity Attack0.006474625
Insult0.015796926
Profanity0.014293353
Threat0.0064079775
Severe Toxicity0.0012207031
Low Tox 0.027560094 Constructive 0.813 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
The world is finally going this route. Canada is finally catching up. Taxpayers shouldn't have to subsidize there stay here.Canadians who are here for generations should be prioritized..
The world is finally going this route. Canada is finally catching up. Taxpayers shouldn't have to subsidize there stay here.Canadians who are here for generations should be prioritized..
Identity Attack0.012240025
Insult0.010932897
Profanity0.009869732
Threat0.007094103
Severe Toxicity0.0010061264
Low Tox 0.027206551 Constructive 0.505
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Grew up there. If anything this video understates things. Finally people outside of Canada are talking about it more.
Grew up there. If anything this video understates things. Finally people outside of Canada are talking about it more.
Identity Attack0.008657498
Insult0.0129089095
Profanity0.011253181
Threat0.006492125
Severe Toxicity0.0010585785
Low Tox 0.02685301 Moderate Con 0.485 Personal_Narrative
Jan 27, 2026 6 likes Inside Canada's Indian Invasion...
I live two hours away from Brampton and I’m so happy. He finally made a video about Canada.
I live two hours away from Brampton and I’m so happy. He finally made a video about Canada.
Identity Attack0.008583503
Insult0.009640889
Profanity0.015044857
Threat0.008349842
Severe Toxicity0.00166893
Low Tox 0.021903414 Constructive 0.517 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is finally united. Here. I fixed the title for you.
Canada is finally united. Here. I fixed the title for you.
Identity Attack0.005956655
Insult0.0107048955
Profanity0.010501678
Threat0.0070034824
Severe Toxicity0.000910759
Low Tox 0.02072494 Moderate Con 0.311 Humor_Satire
Feb 12, 2026 3 likes Canada's tighter immigration policy divides …
Thanks for FINALLY coming to Canada Tyler…lots to expose up here
Thanks for FINALLY coming to Canada Tyler…lots to expose up here
Identity Attack0.0047727237
Insult0.010742896
Profanity0.010467518
Threat0.0066345283
Severe Toxicity0.00088214874
Low Tox 0.018849092 Moderate Con 0.445
Jan 27, 2026 Inside Canada's Indian Invasion...
FINALLY! All of Canada should be doing this.
FINALLY! All of Canada should be doing this.
Identity Attack0.0076955543
Insult0.008386881
Profanity0.0113044195
Threat0.008349842
Severe Toxicity0.0013160706
Low Tox 0.018849092 Moderate Con 0.383 Call_To_Action
Feb 18, 2026 Canadian immigration officers investigating hundreds …
YES finally you came to Canada!! I live near Brampton
YES finally you came to Canada!! I live near Brampton
Identity Attack0.007917541
Insult0.009165886
Profanity0.011628932
Threat0.0066280556
Severe Toxicity0.0011205673
Low Tox 0.01859777 Constructive 0.502 Solidarity
Jan 28, 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.