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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: "We dont know where they …" 68 comments · Page 3 of 3
I KNOW. Its hard. Our host, trying, trying, straining to comprehend the big picture. This was a decent logical interview. Kenney called out 'post nationalist' the death of history insane ideology. And the two of …
I KNOW. Its hard. Our host, trying, trying, straining to comprehend the big picture. This was a decent logical interview. Kenney called out 'post nationalist' the death of history insane ideology. And the two of you showed how it has been rejigged, a lot of the details. Good job. Honestly, excellent interview. I saved it to my PC. Here is the hard part. Excepting the US, the entire west, UK, Germany, France, Spain, Canada, Australia etc, is engaging the same precise nation wrecking migration policies. Ponder the concept - its a global plan. THAT is the hard part. Stretch your mind Lilley, you can do it. You would start to wonder whether its one arm of an overall decline of the west actual plan. Wreck energy, agriculture, public finances, flood the place with unvetted migrants to swamp the place, deride the history, promote shame, wreck the very concept of a family, de-industralize. Make us all poor, dependent, minorities in our own homeland. Keep gnawing away at free speech, arrest grandmas for posting why is the local hotel full of migrants who dont speak english? Just how it is man. I know, its hard to comprehend. Facts are facts however.
Identity Attack0.045901958
Insult0.06984934
Profanity0.02433617
Threat0.009074804
Severe Toxicity0.0031661987
Low Tox 0.15213956 Constructive 0.797 Unverified_Claim
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
same like my country singapore, greatest country in the world too like many others, except nearly half or 43% of the people here are literally immigrants/foreign born in the last 15 years....and we arent talking …
same like my country singapore, greatest country in the world too like many others, except nearly half or 43% of the people here are literally immigrants/foreign born in the last 15 years....and we arent talking about half the population in just one town or city, the entire country is half foreign. they did not jump the border of course, but like so many of these "liberal" western wannabe countries, the government sseem to have an irresistable urge to let any tom d and harry into the country whose even remotely interested. not sure why everybody keeps praising this place.....its weird and bizzare dont u think going to another country and seeing and knowing half the people there are foreign like u.....like who goes to visit another country wanting to see foreigners? i dont go to japan or australia hoping to see nothing but foreigners.
Identity Attack0.094936445
Insult0.06459839
Profanity0.025907494
Threat0.0076119336
Severe Toxicity0.0037193298
Low Tox 0.15103401 Constructive 0.597 Comparative_Framing
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I know everyone says "why dont you move back to India, instead of making this place like India?" Truth is, people want to replicate their home countries and cultures, MINUS the things that made them …
I know everyone says "why dont you move back to India, instead of making this place like India?" Truth is, people want to replicate their home countries and cultures, MINUS the things that made them leave. Political corruption, poor living conditions and struggling economy. Its like a revised version. Considering they dont make huge political changes, I dont see a problem with that tbh
Identity Attack0.10221587
Insult0.03489272
Profanity0.04065997
Threat0.008712323
Severe Toxicity0.0044822693
Low Tox 0.13041082 Constructive 0.665 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian, this is all right, its hard for us to get jobs here you know why? They ask you if you speak punjabj, which alot of us DONT, please stop hoarding our country.
As a Canadian, this is all right, its hard for us to get jobs here you know why? They ask you if you speak punjabj, which alot of us DONT, please stop hoarding our country.
Identity Attack0.055673428
Insult0.045593183
Profanity0.015215653
Threat0.0066733654
Severe Toxicity0.0023651123
Low Tox 0.11388343 Constructive 0.668 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Booming economy? I dont know anybody that likes Brampton. LMAO
Booming economy? I dont know anybody that likes Brampton. LMAO
Identity Attack0.008028535
Insult0.036545437
Profanity0.05268429
Threat0.0074954215
Severe Toxicity0.0033950806
Low Tox 0.11367676 Moderate Con 0.335
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
arent there citizen initiative groups organizing and finding these under table workers? all you need to do is go to a construction site half the guys dont know any English.....rich people hire under the table …
arent there citizen initiative groups organizing and finding these under table workers? all you need to do is go to a construction site half the guys dont know any English.....rich people hire under the table house cleaners/nannies......hope they are able to find all these people as the govt isnt going to bother finding the illegals
Identity Attack0.053854458
Insult0.05144889
Profanity0.016172111
Threat0.0077284453
Severe Toxicity0.002670288
Low Tox 0.113263406 Constructive 0.505
Sep 28, 2025 IRCC Names India in Study …
Immigrants also brought money alot of money. I came 3 years ago, I have friends from different countries. N when ever they speak with their country people they speak in their native tongue. Not all …
Immigrants also brought money alot of money. I came 3 years ago, I have friends from different countries. N when ever they speak with their country people they speak in their native tongue. Not all immigrants r bad, its govenment issue not people. Dont blame my people, they put application paid fee and also paid GIC of 20K plus college fee of 20k+. I know some people can be bad, thats where government should make law implementation better. Plus, no immigrant expected the job crisis tht exist, so whatever job to atleast save some amount rather than hitting the savings, we take. I have adapted the culture, I live my life peacefully without bothering anyone. If there's any religious activity, govt should contact groups and work out ways to celebrate festivals. I have culture from birth country in addition I added Canadian culture. The blend is good, and can be attained if govt make proper planning.
Identity Attack0.08004672
Insult0.03566399
Profanity0.024882717
Threat0.006874025
Severe Toxicity0.0029563904
Low Tox 0.112643376 Constructive 0.852 Personal_Narrative
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
South @sians dont "integrate / assimilate because they know they dont have to ! They can find whatever community resources (financial, legal, medical, et al) without having to step outside the community. They have been …
South @sians dont "integrate / assimilate because they know they dont have to ! They can find whatever community resources (financial, legal, medical, et al) without having to step outside the community. They have been able to "replicate" India in their Host country. Unfortunately, the Liberal Party's Misguided Multicultur@lism Policies and Incentivization of Illeg@l / Mass Immigration has exacerbated this problem. I think what local Canadians may resent so much is the new Competition for whatever low - wage labour and community resources are left over post Pandemic. Also, if one listens closely (Euro) Canadians) resent the imposition of Old Country religious / group cultural practices have "overflowed" into the public Commons rather than kept private. The unspoken "demand" that Locals get use to these cultural differences / just suck it up causes some rancor.
Identity Attack0.06340405
Insult0.045007613
Profanity0.015625564
Threat0.0067769317
Severe Toxicity0.0028419495
Low Tox 0.11181668 Constructive 0.732 Policy_Critique
Oct 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Most of the immigrants landing here in Canada are not boosting our economy but just becoming a liability taking the country backward rather than progress. Tye government should stop immigration including refugees, at least for …
Most of the immigrants landing here in Canada are not boosting our economy but just becoming a liability taking the country backward rather than progress. Tye government should stop immigration including refugees, at least for a while. Not that I don’t want to help these people but we just dont have the resources for now to accommodate them. ‘m shocked to hear that 817,000 people landed in Canada. Add three zeros to it because these people pay at least a $1000 as administrative fee to government IRCC. So that is $817,000,000 Canadian Dollars. Close to a Billion. What is government doing with this money? No Government, we Canadians dont want that money in our GDP. He has enough natural resources that can sustain ourself. Stop selling cheap oil to US. And back to people who come here as immigrants. You are in a different country to have a new life. There is no point in protecting here in Canada about the things happening in your home country. Have some common sense. It’s just an other news for media. When you do such things, Canadian resource are wasted like cops have to make sure the protest goes peacefully and many more. People who are not part of it are getting affected. And to all immigrants please please please, speak in english. I know that you all are comfortable speaking in your native language. Speak that at your private place. Not in public place or work place. That is basic manners. Dont speak out loud in phone in public places. It’s not manners. Funny that people are asking to change the classes taught in French😂 This proves that they are not students but in disguise, as students. Here in Canada, to loot Canada and weaken the country. If you want class in english in a french speaking province better move out of Quebec.
Identity Attack0.06795148
Insult0.03768798
Profanity0.014634945
Threat0.007534259
Severe Toxicity0.00289917
Low Tox 0.11181668 Constructive 0.632 Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
If elections were honest if they were we canadians rooted ones at that queen put my family here in canada after the wars grandfather fought and won both wars to give me what I had …
If elections were honest if they were we canadians rooted ones at that queen put my family here in canada after the wars grandfather fought and won both wars to give me what I had and now immigrants have taken that over government and people today wouldn't exist with out my grandfather . Politions dont know what war is... or how it reflects all candians still today . A lession to all politions get back to work . And have some respect . For people who got uou to where you are today . Far to much time off running with a counrty and a hammer as yhe leader makes me puke every day . Say thank you carney for life u have be ayse of my grandfather. Thanks for staying and being humble and rooted . Your not . Stop giving Canadian money away this is the out come carney and trudeau twisted brothers. made this mess .
Identity Attack0.03636306
Insult0.054962315
Profanity0.017162729
Threat0.0076766624
Severe Toxicity0.0024795532
Low Tox 0.11098998 Constructive 0.639 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
My family was given a stay at a 5 star hotel and we stepped passed veterans who are homeless and they dont get help . I live like a king have a large bank account …
My family was given a stay at a 5 star hotel and we stepped passed veterans who are homeless and they dont get help . I live like a king have a large bank account and have 3 different alias . My wife uses her maiden name as well her real name and her new name . Most families I know get average of 3850 per month free luxury hotel free food free clothes healthcare free tracfone and there is no need to work anymore . My family has almost enough for a new home already and only in country 5 months .THANK YOU Mr BIDEN
Identity Attack0.006992595
Insult0.029273475
Profanity0.025634222
Threat0.0066280556
Severe Toxicity0.0024604797
Low Tox 0.06896287 Constructive 0.775
Jul 19, 2021 How much do refugees and …
They dont know were they are. Gees.😂😂.
They dont know were they are. Gees.😂😂.
Identity Attack0.0044767405
Insult0.023221988
Profanity0.02023706
Threat0.007948523
Severe Toxicity0.0017642975
Low Tox 0.057005897 Low Con 0.189
Nov 5, 2025 IRCC Names India in Study …
CANADIANS NEED TO KNOW DONT GO THERE 😢😢😢😢😢😢😢😢😢
CANADIANS NEED TO KNOW DONT GO THERE 😢😢😢😢😢😢😢😢😢
Identity Attack0.08797077
Insult0.0048189024
Profanity0.00014273218
Threat0.0009829712
Severe Toxicity0.000009085299
Low Tox 0.05669822 Fear_Threat
Dec 11, 2025
the problem with people that immigrate to foreign countries - they think they are being treated unfairly because they pay higher fees. Most of people that immigrate for study dont know that the domestics get …
the problem with people that immigrate to foreign countries - they think they are being treated unfairly because they pay higher fees. Most of people that immigrate for study dont know that the domestics get charged lower because their fees are subsidized.
Identity Attack0.025605056
Insult0.016100928
Profanity0.011492296
Threat0.006045496
Severe Toxicity0.0011205673
Low Tox 0.04216247 Moderate Con 0.461 Policy_Critique
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
I know ppl love to blame the gouvernement for it, with reason, but dont forget those corporation who always need more cheap labours and how they try to scare ppl after the covid telling us …
I know ppl love to blame the gouvernement for it, with reason, but dont forget those corporation who always need more cheap labours and how they try to scare ppl after the covid telling us how the economy will collapse if we dont bring masive number of new workers.
Identity Attack0.0061046463
Insult0.018967867
Profanity0.012346277
Threat0.0069646453
Severe Toxicity0.0009965897
Low Tox 0.040925518 Constructive 0.507
Aug 29, 2025 Why Canadians Are Turning Against …
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)
Why is the interview only in the poor areas? Most Canadian born people I know dont live in these areas - they live in Oakville, Burlington, Muskokas, Kawartha areas.
Why is the interview only in the poor areas? Most Canadian born people I know dont live in these areas - they live in Oakville, Burlington, Muskokas, Kawartha areas.
Identity Attack0.012943448
Insult0.012376905
Profanity0.009587918
Threat0.005867492
Severe Toxicity0.00076293945
Low Tox 0.026145924 Constructive 0.534
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
We dont know where they are but they all do have JOBS AND A PLACE TO LIVE.
We dont know where they are but they all do have JOBS AND A PLACE TO LIVE.
Identity Attack0.004328749
Insult0.007892879
Profanity0.012448754
Threat0.0066733654
Severe Toxicity0.0010728836
Low Tox 0.014765122 Moderate Con 0.374 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …

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.