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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: "He is more full of …" 271 comments · Page 10 of 11
Sidhu! I wish you luck! Help as many Indians get into the USA as you possibly can we are full!
Sidhu! I wish you luck! Help as many Indians get into the USA as you possibly can we are full!
Identity Attack0.05612817
Insult0.018645585
Profanity0.019963788
Threat0.010265815
Severe Toxicity0.0030136108
Low Tox 0.0665887 Constructive 0.636 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not …
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not “abusing the system.” this was the program for people that came here legally and are working. To qualify for the PEQ, they had to be working full time, they pay taxes, they speak the language. They’re fixing our roads, keeping hospitals running, welding, machining, doing the jobs most of us take for granted every single day. The hard truth is that Canadians have stopped having enough children, and we simply don’t have enough young people with the skills to fill these roles. Yes, we absolutely should invest more in education and trade programs for our youth — my employer clients are begging young people to become mechanics, welders, skilled workers, often in the regions. Most don’t take those jobs, and even when they do, training takes two to three years. Our industries need people now, or parts of the economy will stall, and that affects all of us as Quebecers and Canadians. These workers are not asking for charity. They are already on the front lines keeping key sectors alive. Ending programs like the PEQ doesn’t punish “illegals” or “free riders”; it punishes people who are already integrated, working, and contributing to the society we all share. Also, all they are asking is for the new rules to not be applied to them retroactively, only for those coming new into the country, otherwise it is rug pulling those already here that played by the rules, and when the government does it to us we don't like, on principle of fairness, whatever you think of the numbers, too high too low, doesn't matters, it is the least we can all get behind as humans.
Identity Attack0.008583503
Insult0.028281843
Profanity0.01893901
Threat0.007197669
Severe Toxicity0.0017166138
Low Tox 0.058737632 Constructive 0.841 Personal_Narrative
Nov 22, 2025 Quebec Ends Economic Immigration Program …
There are businesses hiring International students as full time employees, paying less and also there seem to be under the table fees collected from the students. I personally heard from Indian students that I met …
There are businesses hiring International students as full time employees, paying less and also there seem to be under the table fees collected from the students. I personally heard from Indian students that I met at work places. I had been a lucrative business for business owners who gain more from the fraudulant international student problem than the businesses themselves. There are lots of small businesses just for that purpose, I believe. This issue have to be addressed from across the isle.
Identity Attack0.025605056
Insult0.026444806
Profanity0.015147334
Threat0.006641001
Severe Toxicity0.0012969971
Low Tox 0.05824285 Constructive 0.813
Oct 7, 2025 IRCC Names India in Study …
I’ve got the maple syrup in my blood and I speak on 95.69% Canadians we are ok with immigrantion to a point, not mass immigration. Let our teens have a chance at getting a job …
I’ve got the maple syrup in my blood and I speak on 95.69% Canadians we are ok with immigrantion to a point, not mass immigration. Let our teens have a chance at getting a job in the fast food(companies have to pay full price per hour)
Identity Attack0.028628819
Insult0.019547975
Profanity0.010911589
Threat0.0067769317
Severe Toxicity0.0016212463
Low Tox 0.057748068 Constructive 0.658 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Was watching this, being stuck on TTC traffic. Not even in rush hour with a full bus of ppl loudly on their phones speaking Indian + watching loud videos without Earbuds also in that language. …
Was watching this, being stuck on TTC traffic. Not even in rush hour with a full bus of ppl loudly on their phones speaking Indian + watching loud videos without Earbuds also in that language. Being 25 minutes delayed on my "35 minute" trip
Identity Attack0.022590388
Insult0.018774498
Profanity0.020373698
Threat0.007909686
Severe Toxicity0.0019741058
Low Tox 0.054531995 Constructive 0.52 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I stopped calling the OPP about abandoned boats, trailers, and 20 foot boats full to the brim with over 20 people crossing the St Lawrence, now when I see it I call US border patrol …
I stopped calling the OPP about abandoned boats, trailers, and 20 foot boats full to the brim with over 20 people crossing the St Lawrence, now when I see it I call US border patrol and they actually respond with an actual gun boat.
Identity Attack0.004994711
Insult0.014504919
Profanity0.012312118
Threat0.030969119
Severe Toxicity0.002746582
Low Tox 0.054037213 Constructive 0.577 Personal_Narrative
Jan 29, 2026 4 likes Inside Canada's Indian Invasion...
Canada is full.
Canada is full.
Identity Attack0.0233943
Insult0.019096779
Profanity0.016821137
Threat0.007534259
Severe Toxicity0.0024032593
Low Tox 0.05354243 Low Con 0.291 Fear_Threat
Jan 3, 2026 125 likes New rules, regulations take effect …
Oh well, Canada is full!
Oh well, Canada is full!
Identity Attack0.0233943
Insult0.018129934
Profanity0.014156717
Threat0.0072235605
Severe Toxicity0.0022125244
Low Tox 0.053295042 Low Con 0.298
Nov 26, 2025 Quebec Ends Economic Immigration Program …
Big deal, 5 full plane loads a day are arriving, just a distraction folks.
Big deal, 5 full plane loads a day are arriving, just a distraction folks.
Identity Attack0.0030708222
Insult0.025413504
Profanity0.011133623
Threat0.008246276
Severe Toxicity0.0012874603
Low Tox 0.051810697 Low Con 0.171
Dec 31, 2025 Deportations From Canada at Their …
Great Video Tyler! I’m glad you made a full video on this issue while being neutral. I never thought I see you do a video on Brampton Ontario Canada. And I’ve boycotted Tim Horton’s.
Great Video Tyler! I’m glad you made a full video on this issue while being neutral. I never thought I see you do a video on Brampton Ontario Canada. And I’ve boycotted Tim Horton’s.
Identity Attack0.006881601
Insult0.020772645
Profanity0.011219022
Threat0.008116818
Severe Toxicity0.0011301041
Low Tox 0.051068526 Constructive 0.714 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
Cancel all the applications. We're full.
Cancel all the applications. We're full.
Identity Attack0.0033298072
Insult0.012490907
Profanity0.015728042
Threat0.011922873
Severe Toxicity0.001821518
Low Tox 0.050573748 Low Con 0.295 Call_To_Action
Feb 17, 2026 Why Canada’s immigration system has …
Canada is full
Canada is full
Identity Attack0.02037963
Insult0.018001022
Profanity0.022218296
Threat0.007922632
Severe Toxicity0.002632141
Low Tox 0.050078966 Moderate Con 0.341 Fear_Threat
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
Dont worry, the courts will make sure they arent punished for their crimes and all become full citizens. If voters cared about the justice system, they wouldnt have re elected the same government.
Dont worry, the courts will make sure they arent punished for their crimes and all become full citizens. If voters cared about the justice system, they wouldnt have re elected the same government.
Identity Attack0.005660672
Insult0.023093075
Profanity0.012312118
Threat0.008272167
Severe Toxicity0.0011444092
Low Tox 0.049584184 Low Con 0.218 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, …
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, full-time enrollment, and residency on a quarterly basis. It would drastically limit people becoming ghosts in the system. Refugees and asylum seekers should be allowed 1 appeal only and removed immediately if their claim has been denied. A 90-day grace period should be enacted to get their paperwork and affairs in order. If you're here for a better life, steps should be taken to ensure you're actively trying to accomplish that goal until citizenship is granted. Jmho.
Identity Attack0.024198212
Insult0.018323302
Profanity0.012107162
Threat0.008712323
Severe Toxicity0.0018596649
Low Tox 0.045625936 Constructive 0.697 Policy_Critique
Feb 24, 2026 LILLEY UNLEASHED: The fall of …
Canadas full
Canadas full
Identity Attack0.015757138
Insult0.018967867
Profanity0.022286616
Threat0.007327127
Severe Toxicity0.0024414062
Low Tox 0.043399423 Moderate Con 0.384
Jan 3, 2026 2 likes New rules, regulations take effect …
Call any big Canadian company, Bell, you get someone from the Philippines. Scotia bank, you get someone in Mexico and so on. They make billions and yet decide to hire outside of Canada. But when …
Call any big Canadian company, Bell, you get someone from the Philippines. Scotia bank, you get someone in Mexico and so on. They make billions and yet decide to hire outside of Canada. But when they hire someone from Canada, you stay on "temporary" status for years. After 2 or 3 years they move you to "temp full time" status and so on..... Most Canadians know this!
Identity Attack0.025806036
Insult0.015720926
Profanity0.01127026
Threat0.0065180166
Severe Toxicity0.0013542175
Low Tox 0.040430736 Constructive 0.525 Economic_Argument
Feb 15, 2026 Canada's tighter immigration policy divides …
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 …
i gave test today and got 18/20 because of this video ,i watched it 3 times full 414 questions and did exam in just 12 minutes so i wanna thanks to this creater who uploaded …
i gave test today and got 18/20 because of this video ,i watched it 3 times full 414 questions and did exam in just 12 minutes so i wanna thanks to this creater who uploaded this for everyone 🎉🎉🎉i didn’t read anything just this video ❤
Identity Attack0.0073995716
Insult0.011122898
Profanity0.026863953
Threat0.011249693
Severe Toxicity0.003604889
Low Tox 0.039462693 Constructive 0.537
Nov 28, 2025 28 likes Canadian Citizenship Test 2025 – …
We're full. He'll no
We're full. He'll no
Identity Attack0.0035147965
Insult0.014124917
Profanity0.021125201
Threat0.008712323
Severe Toxicity0.0018119812
Low Tox 0.038991302 Moderate Con 0.336 Fear_Threat
Jan 6, 2026 2 likes Migrants cross into Canada near …
Yep, we're full. Everybody out.
Yep, we're full. Everybody out.
Identity Attack0.003348306
Insult0.014276917
Profanity0.01764096
Threat0.009281937
Severe Toxicity0.0018501282
Low Tox 0.038519915 Moderate Con 0.326 Fear_Threat
Jan 19, 2026 85 likes Why Canada’s immigration system has …
Can we get a full series of interviews with the guy on the bike please
Can we get a full series of interviews with the guy on the bike please
Identity Attack0.004069764
Insult0.012946909
Profanity0.017299367
Threat0.010110466
Severe Toxicity0.0016307831
Low Tox 0.03828422 Moderate Con 0.343
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Your full of it the walk across the border the get put through the system then given Money put up in hotels or that the government bought with our money they could be in that …
Your full of it the walk across the border the get put through the system then given Money put up in hotels or that the government bought with our money they could be in that hotel for up to 5 years before they get to them and more are coming
Identity Attack0.008916483
Insult0.017088935
Profanity0.012858666
Threat0.006861079
Severe Toxicity0.0012874603
Low Tox 0.038048524 Moderate Con 0.308
Mar 22, 2019 How much do refugees and …
Kallergi plan in FULL effect!
Kallergi plan in FULL effect!
Identity Attack0.0042177555
Insult0.014086916
Profanity0.014634945
Threat0.008103873
Severe Toxicity0.003452301
Low Tox 0.038048524 Low Con 0.26 Unverified_Claim
Jun 18, 2025 4 likes How Canada broke its immigration …
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 …
Not anywhere near high enough. 100% REMIGRATION rate is needed now. Canada is full.
Not anywhere near high enough. 100% REMIGRATION rate is needed now. Canada is full.
Identity Attack0.016259583
Insult0.011958904
Profanity0.010587076
Threat0.007068211
Severe Toxicity0.0012874603
Low Tox 0.03592727 Moderate Con 0.309
Dec 24, 2025 Deportations From Canada at Their …

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.