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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: "As usual, it's the most …" 74 comments · Page 3 of 3
When government leaders focus on population and economic growth that's usually is a sign that they aren't balancing the budget correctly. They're trying to increase tax revenue without increasing taxes. I'd look closer at government …
When government leaders focus on population and economic growth that's usually is a sign that they aren't balancing the budget correctly. They're trying to increase tax revenue without increasing taxes. I'd look closer at government corruption. Overpopulation destroys the environment. Canada is one of the few places on earth that still has an environment. Russia and Australia are the other ones. Russia's strategy is to look sort of like an ogre and it's too cold. Australia's strategy is to look like they harbor too many dangerous animals and the land is too arid. Canada's strategy is to keep higher taxes than the USA and it's too cold. People tend to gravitate toward lower tax and warmer places. Fewer people is better, it doesn't matter what their race is. I did notice the Indians he talked to were patriotic to their adoptive country, that's a good sign. Host nations like when the new people assimilate.
Identity Attack0.022590388
Insult0.06459839
Profanity0.020783609
Threat0.007819066
Severe Toxicity0.0024032593
Low Tox 0.112953395 Constructive 0.711
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
I think the Pakistani Guy nailed it! When the economy cannot siphon people into the workforce you form a nexus to survive. It eventually evolves into a closed group that is then seen as a …
I think the Pakistani Guy nailed it! When the economy cannot siphon people into the workforce you form a nexus to survive. It eventually evolves into a closed group that is then seen as a non-integrated community. This is not unique to Canada. Usually first generation immigrants who came in the 70s, 80s and 90s (and 2000s in case of mainland Europe) were treated quite poorly, not given enough opportunities and looked down upon. But they kept their heads down and worked hard with a resolve that their children would be of equal stature. While doing so they created networks and support systems that will help them survive and eventually thrive. This network worked very well for a while untill new generation immigrants came in and became a part of the network but had no idea what went in creating that safe space to begin with. Thus the clashes!
Identity Attack0.056582913
Insult0.053791173
Profanity0.022354934
Threat0.009644418
Severe Toxicity0.003490448
Low Tox 0.112953395 Constructive 0.81
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid …
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid in cash, leading to tax evaluation. So they were able to save more... They were able to buy a bigger house for cheaper basically. New immigrants move to Brampton probably cause it easier. They don't need to assimilate as much as they sued to. They can speak their own language, not have to learn another, etc. You can actually see certain immigrant groups take to certain cities for the reasons above. Vaughn is Italian, Etobicoke was multi cultural, now Somalian(last I visited), sauga is Arab, etc The universities are a big scam, and the govt is part of it. They don't care cause they get money.... People create these fake colleges and bring in students. Students have "online" classes and so they don't actually go in . In Canada ur allowed to work 20 hours as a student, but all work more under the table. And yes. As a Punjabi, there is too many Indians. It was too many when I left. Worse now.. don't even like visiting Canada anymore unless I go to Barrie or something.
Identity Attack0.08500996
Insult0.033239998
Profanity0.016342908
Threat0.0069516995
Severe Toxicity0.0026893616
Low Tox 0.11036996 Constructive 0.761 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I welcome diversity in Canada but people here illegally and breaking laws (usually against their own community) should be removed from Canada in an expedited fashion. Special courts and changes to the law may be …
I welcome diversity in Canada but people here illegally and breaking laws (usually against their own community) should be removed from Canada in an expedited fashion. Special courts and changes to the law may be necessary to expedite removals.
Identity Attack0.048480038
Insult0.02618698
Profanity0.011099464
Threat0.025271246
Severe Toxicity0.0031280518
Low Tox 0.103494145 Constructive 0.656 Policy_Critique
Feb 20, 2026 Canadian immigration officers investigating hundreds …
Immigration has increased because the government needs more people for the economy. The population 25+ years ago was enough to keep with the costs and demand. Now, Canada probably has a lot of demand and …
Immigration has increased because the government needs more people for the economy. The population 25+ years ago was enough to keep with the costs and demand. Now, Canada probably has a lot of demand and needs an influx of people both for education and jobs. Indians are enticed to come because they hear about towns that cater towards Indians like Brampton. Chinese people used to be the majority of immigrants and that was because Chinatowns would cater to them. Not to mention, these immigrants likely have temporary worker or student visas. These an whole thing with the student visas but I don't want to get into it. So Amazon and other large companies need a lot of workers for their demand and look outside of Canada to fill the job numbers. Meanwhile, Canadians that have been here for awhile are on the streets and jobless. So basically, Canada needs immigration for its demand but I think when too many people come all at once and from usually one country, Canadians will notice the change and feel the tensions that come with it.
Identity Attack0.08004672
Insult0.027476108
Profanity0.015625564
Threat0.0069516995
Severe Toxicity0.0024032593
Low Tox 0.09958932 Constructive 0.716
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Usual CTV BS
Usual CTV BS
Identity Attack0.0059936526
Insult0.029934563
Profanity0.0816113
Threat0.0066215824
Severe Toxicity0.0032806396
Low Tox 0.081625134 Moderate Con 0.354 Meta_Commentary
Dec 24, 2025 1 likes Deportations From Canada at Their …
Lost Canadians to add more tax to pay off pension . Usual gimmicks . One or other way they will find a way to meet the immigration targets .
Lost Canadians to add more tax to pay off pension . Usual gimmicks . One or other way they will find a way to meet the immigration targets .
Identity Attack0.041003603
Insult0.026702631
Profanity0.010945748
Threat0.006543908
Severe Toxicity0.0017261505
Low Tox 0.079250954 Low Con 0.267 Policy_Critique
Jan 14, 2026 Canada’s new rules in 2026
3:45 "It's what investors want, its what businesses want, it's what individuals need" as usual, no mention of the young Canadians drowning under massive rent and low entry level opportunities that were born here and …
3:45 "It's what investors want, its what businesses want, it's what individuals need" as usual, no mention of the young Canadians drowning under massive rent and low entry level opportunities that were born here and don't have an "out" to go to a different country. But oh no think of the poor international students!! Think of the businesses!
Identity Attack0.022992345
Insult0.02657372
Profanity0.0117997285
Threat0.007249452
Severe Toxicity0.0017166138
Low Tox 0.079250954 Constructive 0.574 Policy_Critique
Jan 26, 2026 Why Canada’s immigration system has …
to many trouble makers the usual suspects
to many trouble makers the usual suspects
Identity Attack0.0071035884
Insult0.029493837
Profanity0.017845914
Threat0.008000307
Severe Toxicity0.0015449524
Low Tox 0.077668175 Low Con 0.205
Nov 27, 2025 Quebec Ends Economic Immigration Program …
IMMIGRATION OPTIONS / TRUTH ABOUT IMMIGRATION & IMMIGRANTS 1. Express Entry (skilled workers) • No settlement cash on arrival • Eligible for provincial health insurance (after waiting period) • Eligible for employment insurance (EI) after …
IMMIGRATION OPTIONS / TRUTH ABOUT IMMIGRATION & IMMIGRANTS 1. Express Entry (skilled workers) • No settlement cash on arrival • Eligible for provincial health insurance (after waiting period) • Eligible for employment insurance (EI) after working • Access to free settlement services (language training, job help) • Eligible for social assistance (welfare) only if unemployed and meeting provincial rules 2. Provincial Nominee Programs (PNP) • Same benefits as Express Entry once PR is granted • Free settlement and employment services • Provincial welfare only if financially eligible • No free housing or tickets 3. Quebec immigration programs • Quebec health insurance (RAMQ) • Free French language courses (often with small allowances) • Settlement services • Social assistance if eligible • No free tickets or housing by default 4. Family sponsorship • Sponsored person gets PR benefits (health care, settlement services) • Sponsor is financially responsible (government usually does NOT pay welfare) • No free housing or travel • Parents/grandparents have limited access to benefits initially 5. Work permit → PR • No welfare while on work permit • Employer-paid salary only • Health insurance varies by province • After PR: same benefits as other permanent residents • No accommodation or tickets 6. Study → work → PR • No welfare for students • Students pay tuition and living costs • Limited work income allowed • After PR: eligible for health care, settlement services, welfare if needed 7. Business / Start-Up Visa / entrepreneur programs • No welfare or housing support • Must prove sufficient funds • Access to public health care after PR • No tickets, no accommodation 8. Caregiver and sector-specific programs • Paid employment (salary) • Health insurance coverage • Settlement services • Welfare only after PR and if eligible • No free housing unless employer provides it 9. Refugee and humanitarian programs • Government-assisted refugees may receive: • Temporary income support • Temporary housing or housing assistance • Basic living allowance • Health coverage (IFHP) • Settlement services • Sometimes travel loans (not free tickets; must be repaid) • Privately sponsored refugees supported by sponsors, not government
Identity Attack0.025002124
Insult0.018001022
Profanity0.013678487
Threat0.0069516995
Severe Toxicity0.0025177002
Low Tox 0.04785245 Constructive 0.605 Question
Dec 25, 2025 Deportations From Canada at Their …
11:26 Dayum Bruv, on point pronunciation. Usually people mess that up the first time, if they aren't told.
11:26 Dayum Bruv, on point pronunciation. Usually people mess that up the first time, if they aren't told.
Identity Attack0.005401687
Insult0.016784932
Profanity0.026727317
Threat0.008259222
Severe Toxicity0.0017356873
Low Tox 0.046368107 Constructive 0.539 Meta_Commentary
Jan 1, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
I been a legal immigrants in a few countries (for work) and I would always adapt to the country im in. And I usually dont go to places that are from my native country. Im …
I been a legal immigrants in a few countries (for work) and I would always adapt to the country im in. And I usually dont go to places that are from my native country. Im in the new country to experience that, if I want my native country things, I do it at home or go back to my country.
Identity Attack0.030433474
Insult0.011730902
Profanity0.014669105
Threat0.0067898775
Severe Toxicity0.001411438
Low Tox 0.042657252 Constructive 0.682 Personal_Narrative
Feb 28, 2026 Inside Canada's Indian Invasion...
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)
I think my comment could have been deleted so back at it again - great video per usual!
I think my comment could have been deleted so back at it again - great video per usual!
Identity Attack0.004236255
Insult0.012946909
Profanity0.018187506
Threat0.009618527
Severe Toxicity0.0021648407
Low Tox 0.034984488 Constructive 0.514 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Torontonian here. Love the vid man. Love your content usually but i very much love how youre covering the brampton situation. ❤
Torontonian here. Love the vid man. Love your content usually but i very much love how youre covering the brampton situation. ❤
Identity Attack0.010803374
Insult0.011692902
Profanity0.019348921
Threat0.009230154
Severe Toxicity0.0017261505
Low Tox 0.027913637 Constructive 0.604 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
I usually enjoy listening to Brian Lilley, but I think this one is a hard pass. We voted him out as leader and Premier for a reason!
I usually enjoy listening to Brian Lilley, but I think this one is a hard pass. We voted him out as leader and Premier for a reason!
Identity Attack0.0025158543
Insult0.015568925
Profanity0.01127026
Threat0.00666042
Severe Toxicity0.00076293945
Low Tox 0.026970858 Constructive 0.595 Meta_Commentary
Feb 19, 2026 1 likes LILLEY UNLEASHED: The fall of …
usual suspects
usual suspects
Identity Attack0.004347248
Insult0.011046898
Profanity0.013780965
Threat0.0068999166
Severe Toxicity0.0010108948
Low Tox 0.023671126 Moderate Con 0.334 Identity_Assertion
Oct 1, 2025 IRCC Names India in Study …
Great job as usual Michelle to speak for Canadians!
Great job as usual Michelle to speak for Canadians!
Identity Attack0.00880549
Insult0.011920903
Profanity0.009647697
Threat0.0059969495
Severe Toxicity0.0008583069
Low Tox 0.022021262 Moderate Con 0.491 Meta_Commentary
Feb 24, 2026 12 likes 'We do know that there's …
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said …
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said here, and the way she said it, makes complete sense. I was a bit disappointed that there are no actual numbers as to how much the government would save, but it doesn't seem like a bad idea to put the legislation in place, and whatever they save is a bonus. imho Be the Change You Wish to See in the World 💖
Identity Attack0.0040512653
Insult0.011730902
Profanity0.011697251
Threat0.0062914654
Severe Toxicity0.00074863434
Low Tox 0.021314176 Constructive 0.763 Policy_Critique
Feb 23, 2026 11 likes 'We do know that there's …
Usually when you ask a question, it is customary to give someone the time to respond without telling them you don't have a lot of time except for one word answers ...... just sayin'!
Usually when you ask a question, it is customary to give someone the time to respond without telling them you don't have a lot of time except for one word answers ...... just sayin'!
Identity Attack0.0013504218
Insult0.011958904
Profanity0.011167783
Threat0.006097279
Severe Toxicity0.0005912781
Low Tox 0.020960633 Constructive 0.501
Sep 29, 2025 IRCC Names India in Study …
40 yrs ago, when you let other car pass, usually you would get a wave thanks, not anymore
40 yrs ago, when you let other car pass, usually you would get a wave thanks, not anymore
Identity Attack0.0016834025
Insult0.008880884
Profanity0.011082385
Threat0.00704232
Severe Toxicity0.000834465
Low Tox 0.017341165 Moderate Con 0.411
Aug 25, 2025 8 likes Why Canadians Are Turning Against …
I’m a traffic control person and I get brampton sites pretty often. 3 out 5 of them dont slow down on construction sites (usually truck driver)
I’m a traffic control person and I get brampton sites pretty often. 3 out 5 of them dont slow down on construction sites (usually truck driver)
Identity Attack0.0019793853
Insult0.007360875
Profanity0.01086035
Threat0.007068211
Severe Toxicity0.0007677078
Low Tox 0.010743983 Constructive 0.504 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Usually there's one person that owns a lot of businesses and sponsors like 30 of them to come work at gas stations, liquor stores, and corner markets.
Usually there's one person that owns a lot of businesses and sponsors like 30 of them to come work at gas stations, liquor stores, and corner markets.
Identity Attack0.0017388993
Insult0.007892879
Profanity0.010296722
Threat0.0063885585
Severe Toxicity0.0005674362
Low Tox 0.010618322 Moderate Con 0.425 Unverified_Claim
Dec 15, 2025 1 likes Why Canadians Are Turning Against …
I have no problem I’m usually going for A weeks vacation a back home. Just straight forward with your intentions on ur reason of travel. I don’t think I’ll Have a hard time im Canadian …
I have no problem I’m usually going for A weeks vacation a back home. Just straight forward with your intentions on ur reason of travel. I don’t think I’ll Have a hard time im Canadian an not an immigrant of other foreign country our immigrated to other places
Identity Attack0.0007319175
Insult0.0004995934
Profanity0.000022571734
Threat0.00007728063
Severe Toxicity0.0000025561992
Low Tox 0.002071151
Dec 8, 2025 1 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.