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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

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Active: "I wish that was my …" 142 comments · Page 5 of 6
Yo Tyler I live there I wish I saw you man 8:34
Yo Tyler I live there I wish I saw you man 8:34
Identity Attack0.011247349
Insult0.015340924
Profanity0.033144772
Threat0.027343199
Severe Toxicity0.0050354004
Low Tox 0.057005897 Constructive 0.52 Personal_Narrative
Jan 28, 2026 8 likes Inside Canada's Indian Invasion...
4:52 Brutally honest. Regardless of what he is saying (right or wrong), I wish there were more like him. "Tell us how you REALLY feel."
4:52 Brutally honest. Regardless of what he is saying (right or wrong), I wish there were more like him. "Tell us how you REALLY feel."
Identity Attack0.004402745
Insult0.018001022
Profanity0.024131214
Threat0.010058682
Severe Toxicity0.002117157
Low Tox 0.05651112 Constructive 0.647 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
i wish could of meet you i live in brampton
i wish could of meet you i live in brampton
Identity Attack0.008768492
Insult0.015948927
Profanity0.029050145
Threat0.013424582
Severe Toxicity0.0033569336
Low Tox 0.055521555 Moderate Con 0.463 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Man I wish I knew you came by! I woulda given you the tour
Man I wish I knew you came by! I woulda given you the tour
Identity Attack0.00621564
Insult0.016936934
Profanity0.027683776
Threat0.011741633
Severe Toxicity0.0030326843
Low Tox 0.051563308 Constructive 0.506 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I wish they'd put money in Emigration.
I wish they'd put money in Emigration.
Identity Attack0.020982565
Insult0.012224905
Profanity0.014703264
Threat0.00746953
Severe Toxicity0.0018119812
Low Tox 0.050078966 Moderate Con 0.336 Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I don't even know if there is an office or representative in Ontario right now! I wish! Their policies (on paper) seem great, and geared more towards a 'Canada first'/'Canadians First' approach. They touch on a lot of topics and there seem to be a lot of things they want to change! But a government is still a government, they will be motivated by money regardless of any good intentions they may have. So if and when things change, WE NEED TO HOLD THEM ACCOUNTABLE! We as the citizens have the power to change things for the better! It's just unfortunate that I see so many people getting pushed down or ignored or hated because they are speaking their mind. Remember, Canada dosen't have laws like the US, our freedoms aren't as protected nor do we have the same freedoms they do (like owning and protecting your own property, or self defense!) We as people need to start being honest and expressing things instead of being terrified of the backlash (of which there will be in these times). The only way we can make progress is by deciding to get out of our comfort zones and standing for what is right! For the freedoms and protections we deserve! To make a future worth living for us and our children! It will not be easy, but when is change ever easy? I hope that one day I won't be terrified of the thought of bringing a life into this world and country. I hope I can be stable enough to be able to give my future children a decent life. But right now? I would never want to have children, things are too unstable and I don't want to bring a child into this country and force them to live a terrible life they never asked for! I desperately want to be able to keep hoping for a better future, a better country, and people who can enjoy their lives instead of constantly worrying and stressing about everything. I hope some can consider looking into the Libertarian party as well! They may be small right now, but they seem to be wanting to right the wrongs that have occured.
Identity Attack0.011247349
Insult0.022448512
Profanity0.015932998
Threat0.00704232
Severe Toxicity0.0015640259
Low Tox 0.045378547 Constructive 0.875 Call_To_Action
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
🤣 i wish i was there for the interviews
🤣 i wish i was there for the interviews
Identity Attack0.0052906936
Insult0.0140109155
Profanity0.03189224
Threat0.008686432
Severe Toxicity0.0025749207
Low Tox 0.041915078 Moderate Con 0.416 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
I wish to be Annexed . I pray everyday ❤
I wish to be Annexed . I pray everyday ❤
Identity Attack0.009249465
Insult0.012376905
Profanity0.021125201
Threat0.011068452
Severe Toxicity0.0031661987
Low Tox 0.037577134 Moderate Con 0.466
Jan 7, 2026 1 likes New rules, regulations take effect …
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 …
5:10 i like this guy. Wish everyone could be this honest
5:10 i like this guy. Wish everyone could be this honest
Identity Attack0.009693438
Insult0.012984909
Profanity0.024951037
Threat0.010369381
Severe Toxicity0.0030326843
Low Tox 0.036162965 Moderate Con 0.405 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The great tragedy is that small town Canadian students who wish to seek opportunities in large cities, will never be able to afford to rent let alone buy… They are doomed to live in their …
The great tragedy is that small town Canadian students who wish to seek opportunities in large cities, will never be able to afford to rent let alone buy… They are doomed to live in their small towns and hold on to small dreams… Here in Vancouver, the new immigrants wish to stay in and invest in large urban areas. They have extended family support to buy the real estate. Small-town Canadians don’t have a chance in this competition.
Identity Attack0.017465452
Insult0.01632893
Profanity0.009365883
Threat0.0058804373
Severe Toxicity0.00086307526
Low Tox 0.035220183 Constructive 0.605 Economic_Argument
Jun 20, 2025 24 likes How Canada broke its immigration …
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the …
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the green show, NFB and Cbc and was always fascinated with Canada. I knew then when I was 20 that I will make Canada home. I wrote my IELTS ENGLISH test, studied here with good grades. And I did. I have an amazing career and young kids. And I have loved everyday of it. I have watched rerun of trailer park boys about 10 or so times already, watched Corner gas, watch hockey, I have embraced the weather, the people and the values this nation stands for. I have travelled coast to coast and to the great north. Heck I have been to more places in Canada with my job than other Canadians who are born and raised here. Now all I see there these ignorant, entitled effs thinking they can come and change the way of life. Like how Don Cherry said, they want the milk and honey but won't respect the values. I am effing done with this immigration and the government. Steven Harper was the prime minister when I got my citizenship and it was the proudest moment of my life. I really hope Canadians wake up. I know exactly why the racism has gone up and I don't blame the Canadians at all. These clowns bought it on to themselves. I just had enough and wish things would back to how it was 20 or so years ago.
Identity Attack0.011321344
Insult0.016556932
Profanity0.019348921
Threat0.007534259
Severe Toxicity0.0019073486
Low Tox 0.032156147 Constructive 0.658
Sep 20, 2025 26 likes Inside Canada's Indian Metropolis (Brampton)
Nature abhors emptiness! If you don’t take care of the trees in your garden, other plants will take over! As you say, it was a small farming town, so others saw an opportunity. Faced with …
Nature abhors emptiness! If you don’t take care of the trees in your garden, other plants will take over! As you say, it was a small farming town, so others saw an opportunity. Faced with a need, they have started to respond to it, and this is how we progress. Today, the fastest and most motivated move forward, regardless of their background. It is essential that life goes on, animated by the belief in prosperity and, above all, by generosity, so that we can share the true essence of life. I follow you from Paris and I wish you all the best.
Identity Attack0.0032003147
Insult0.017872108
Profanity0.01442999
Threat0.006653947
Severe Toxicity0.0010156631
Low Tox 0.032156147 Constructive 0.819 Solidarity
Dec 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I wish I got 50k to set up my household. I guess I'm going to have to get some bronzer and say I'm stateless.
I wish I got 50k to set up my household. I guess I'm going to have to get some bronzer and say I'm stateless.
Identity Attack0.0042917514
Insult0.011996903
Profanity0.0166845
Threat0.008815889
Severe Toxicity0.0013637543
Low Tox 0.031449065 Constructive 0.511
Jan 22, 2019 11 likes How much do refugees and …
I wish I could afford to leave.
I wish I could afford to leave.
Identity Attack0.0035147965
Insult0.009982891
Profanity0.015932998
Threat0.008893564
Severe Toxicity0.0014591217
Low Tox 0.030388435 Moderate Con 0.443 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I wish I knew u came to Brampton love your channel Tyler keep up the good.
I wish I knew u came to Brampton love your channel Tyler keep up the good.
Identity Attack0.008176526
Insult0.012186904
Profanity0.023243073
Threat0.010265815
Severe Toxicity0.0025558472
Low Tox 0.030270588 Constructive 0.595 Solidarity
Feb 14, 2026 Inside Canada's Indian Invasion...
Wish you would have talked to me, i'd have quite a few choice words to say about the new 'residents'
Wish you would have talked to me, i'd have quite a few choice words to say about the new 'residents'
Identity Attack0.0055496786
Insult0.012338906
Profanity0.01354185
Threat0.0074048014
Severe Toxicity0.0010538101
Low Tox 0.02873857 Moderate Con 0.495 Identity_Assertion
Dec 29, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Wish you would come to Lodi California and do this, same issue
Wish you would come to Lodi California and do this, same issue
Identity Attack0.003884775
Insult0.012034904
Profanity0.014225035
Threat0.008582866
Severe Toxicity0.0013637543
Low Tox 0.02826718 Moderate Con 0.457 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
I have lived in Brampton from 1988 to 2014 - the sign on the 410 in 1988 for population in Brampton said around 64 000, have a look today.... I wish we made that many …
I have lived in Brampton from 1988 to 2014 - the sign on the 410 in 1988 for population in Brampton said around 64 000, have a look today.... I wish we made that many babies in so little time!!
Identity Attack0.005105704
Insult0.0113509
Profanity0.011663092
Threat0.008556974
Severe Toxicity0.0014209747
Low Tox 0.028031485 Constructive 0.704 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
brother ur in Brampton that's pretty awesome wish i could meet you buddy cheers!!
brother ur in Brampton that's pretty awesome wish i could meet you buddy cheers!!
Identity Attack0.0076215584
Insult0.0116169015
Profanity0.02030538
Threat0.009799767
Severe Toxicity0.00207901
Low Tox 0.027913637 Constructive 0.658 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler, I really appreciate everything you do and have done to shed light on some of these things for everyone. But man, I worry you're gonna end up seriously injured, or worse. I fear for …
Tyler, I really appreciate everything you do and have done to shed light on some of these things for everyone. But man, I worry you're gonna end up seriously injured, or worse. I fear for your safety. I honestly wish you wouldn't do some of these undercover operations. It's not worth it! However, God bless you and please be safe.
Identity Attack0.0014984132
Insult0.010818896
Profanity0.011184863
Threat0.009437286
Severe Toxicity0.0010490417
Low Tox 0.024142517 Constructive 0.75 Solidarity
Mar 1, 2026 Inside Canada's Indian Invasion...
breh i am in canada and i am a fan wish i knew u were here
breh i am in canada and i am a fan wish i knew u were here
Identity Attack0.007806548
Insult0.010818896
Profanity0.016889455
Threat0.008362788
Severe Toxicity0.0015640259
Low Tox 0.023671126 Moderate Con 0.485 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler I wish I new you were in Ontario, I would have loved to show you around
Tyler I wish I new you were in Ontario, I would have loved to show you around
Identity Attack0.0037367835
Insult0.011730902
Profanity0.013371054
Threat0.007974415
Severe Toxicity0.0014400482
Low Tox 0.023671126 Constructive 0.596 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …

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.