Skip to content
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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "who do you help by …" 501 comments · Page 15 of 21
Sikhs are wonderful ppl, I hv been around the world. Sikhs are no.1 - they help others, support and feed the poor.
Sikhs are wonderful ppl, I hv been around the world. Sikhs are no.1 - they help others, support and feed the poor.
Identity Attack0.031980325
Insult0.016100928
Profanity0.020783609
Threat0.008582866
Severe Toxicity0.0026512146
Low Tox 0.050078966 Constructive 0.706 Solidarity
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This video helped me. I got 19 over 20. Thank you so much
This video helped me. I got 19 over 20. Thank you so much
Identity Attack0.011543332
Insult0.013820915
Profanity0.029050145
Threat0.01508414
Severe Toxicity0.004310608
Low Tox 0.049831573 Constructive 0.546
Dec 4, 2025 3 likes Canadian Citizenship Test 2025 – …
I just passed my 17/20 this video was very very helpful thanks to who ever dropped this video 🙌🙌🙌
I just passed my 17/20 this video was very very helpful thanks to who ever dropped this video 🙌🙌🙌
Identity Attack0.00984143
Insult0.013934915
Profanity0.027273865
Threat0.012026439
Severe Toxicity0.0041007996
Low Tox 0.048594624 Constructive 0.552 Meta_Commentary
Jul 30, 2025 3 likes Canadian Citizenship Test 2025 – …
Integration is key for Canada as a multicultural country to coexist. Immigration needs reforming i.e.no cash jobs whatsoever, intl students will have to intl student fees, no handouts to asylum seekers who aren't from a …
Integration is key for Canada as a multicultural country to coexist. Immigration needs reforming i.e.no cash jobs whatsoever, intl students will have to intl student fees, no handouts to asylum seekers who aren't from a war torn country. Highschoolers must be given priority in local jobs, it's up to the franchise owners to work their schedules up. It's ok if the cost of the product increases. This will help wages keep up with inflation. No free pregnancy trips, if you want to have your child born here make sure you pay up.
Identity Attack0.02238941
Insult0.020837102
Profanity0.012175481
Threat0.0067769317
Severe Toxicity0.0016117096
Low Tox 0.048099842 Constructive 0.585 Policy_Critique
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
I live in brampton and these people only helping themselves
I live in brampton and these people only helping themselves
Identity Attack0.012139536
Insult0.019225692
Profanity0.017777596
Threat0.007573096
Severe Toxicity0.00166893
Low Tox 0.04735767 Moderate Con 0.388 Identity_Assertion
Dec 16, 2025 Inside Canada's Indian Metropolis (Brampton)
with the influx of immigration to help pay taxes, why is Canada still in debt?
with the influx of immigration to help pay taxes, why is Canada still in debt?
Identity Attack0.025806036
Insult0.01632893
Profanity0.009801413
Threat0.0061296434
Severe Toxicity0.0013256073
Low Tox 0.04735767 Low Con 0.25
Oct 2, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I watched this video twice, and got 18/20 in first attempt, without reading guide, really helpful video!
I watched this video twice, and got 18/20 in first attempt, without reading guide, really helpful video!
Identity Attack0.008102531
Insult0.013402912
Profanity0.026454043
Threat0.012026439
Severe Toxicity0.0032424927
Low Tox 0.045625936 Constructive 0.501 Meta_Commentary
Sep 15, 2025 4 likes Canadian Citizenship Test 2025 – …
I learned several years ago during a time of unemployment that our EI centers are not for us, they are for immigrants. Not one service was for me, but if I was an immigrant, the …
I learned several years ago during a time of unemployment that our EI centers are not for us, they are for immigrants. Not one service was for me, but if I was an immigrant, the entire world opens up including lots of financial support, they will even help you open a business. Yet we are the ones paying into it.
Identity Attack0.030175667
Insult0.015188923
Profanity0.011406898
Threat0.0061425893
Severe Toxicity0.0011825562
Low Tox 0.044883765 Constructive 0.706
Nov 9, 2019 6 likes How much do refugees and …
Tyler you need to look into Fremont California in the Bay Area. Fremont to San Jose then even out to Brentwood/oakley. Same exact thing happening here! I also want to see if there’s university scams …
Tyler you need to look into Fremont California in the Bay Area. Fremont to San Jose then even out to Brentwood/oakley. Same exact thing happening here! I also want to see if there’s university scams as well and possibly day care centers too! Something is going on and no one has done any investigating yet. Please help!!! Thank you for all you do!
Identity Attack0.0035147965
Insult0.02373764
Profanity0.012995303
Threat0.0064597605
Severe Toxicity0.0010967255
Low Tox 0.044883765 Constructive 0.758 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
So nothing to help real Canadian… got it
So nothing to help real Canadian… got it
Identity Attack0.025806036
Insult0.01625293
Profanity0.010569996
Threat0.0065244893
Severe Toxicity0.0013446808
Low Tox 0.044883765 Moderate Con 0.333
Jan 11, 2026 1 likes Canada’s new rules in 2026
this vedio is so much helpful to prepare the citizenship test I clear my test today
this vedio is so much helpful to prepare the citizenship test I clear my test today
Identity Attack0.011025362
Insult0.012224905
Profanity0.021056883
Threat0.0100069
Severe Toxicity0.0027656555
Low Tox 0.044636376 Constructive 0.527
Sep 19, 2025 4 likes Canadian Citizenship Test 2025 – …
I'm a immigrant, came here without any English, but learned the language. I was born in Brazil and I watch more Hockey then soccer. I always do the best I can to be integrated within …
I'm a immigrant, came here without any English, but learned the language. I was born in Brazil and I watch more Hockey then soccer. I always do the best I can to be integrated within society, helping and doing the best I can so anywhere I go and tell them where I live to represent the county and show them how respectful we are!I feel sad watching people trying to change the culture instead of adapting to Canada's Culture. I'm not a person that get's angry easily but I find really hard not to feel displeased with the lack of respect to the County and it's culture. Just my two cents
Identity Attack0.019877186
Insult0.020063626
Profanity0.015728042
Threat0.006861079
Severe Toxicity0.001411438
Low Tox 0.0438942 Constructive 0.858
Aug 27, 2025 Why Canadians Are Turning Against …
Wonderful the liberals are helping everyone, said no one ever
Wonderful the liberals are helping everyone, said no one ever
Identity Attack0.015053716
Insult0.017936565
Profanity0.013951761
Threat0.0066927844
Severe Toxicity0.0012302399
Low Tox 0.043646812 Low Con 0.295 Humor_Satire
Jan 11, 2026 Canada’s new rules in 2026
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country …
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country They have no time to commit crime they brought in so much refugees in Canada some of them lied just to come Canadian goverment. Dosen looks after their citizen they take from the citizens and give to the refugees that worked here for many years the citizen suffer that’s wrong
Identity Attack0.026105914
Insult0.0055637187
Profanity0.000032565335
Threat0.00047479253
Severe Toxicity0.0000051477014
Low Tox 0.042401526
Apr 14, 2025
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country …
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country They have no time to commit crime they brought in so much refugees in Canada some of them lied just to come Canadian goverment. Dosen looks after their citizen they take from the citizens and give to the refugees that worked here for many years the citizen suffer that’s wrong
Identity Attack0.026105914
Insult0.0055637187
Profanity0.000032565335
Threat0.00047479253
Severe Toxicity0.0000051477014
Low Tox 0.042401526
Apr 14, 2025
Hi sir I'm a Rohingya Refugee from Myanmar live in Thailand and I want to live in Canada please anybody help me +66913851315
Hi sir I'm a Rohingya Refugee from Myanmar live in Thailand and I want to live in Canada please anybody help me +66913851315
Identity Attack0.030691283
Insult0.012718908
Profanity0.020168742
Threat0.009851551
Severe Toxicity0.0026893616
Low Tox 0.04166769 Constructive 0.585
Jul 24, 2018 2 likes How much do refugees and …
There is a group creating a new social measurement called 'World Civility Index' to help immigrants to learn about the culture and values of their new host. The concept is to set a standard, common …
There is a group creating a new social measurement called 'World Civility Index' to help immigrants to learn about the culture and values of their new host. The concept is to set a standard, common interface where everyone can interact and enjoy each other, not imposing their own "old country" culture, especially in public. We do this by cultivating social manners, empathy, intercultural awareness so that newcomers can be better employees, students, general citizens. What gets measured gets managed.
Identity Attack0.0233943
Insult0.017936565
Profanity0.0138151245
Threat0.006537435
Severe Toxicity0.001411438
Low Tox 0.041172907 Constructive 0.679 Solidarity
Sep 18, 2025 Why Canadians Are Turning Against …
I just want to say my gratitude to the people behind this video, it helped me passed my test 18/20.
I just want to say my gratitude to the people behind this video, it helped me passed my test 18/20.
Identity Attack0.00984143
Insult0.013364912
Profanity0.025497584
Threat0.010680079
Severe Toxicity0.0030326843
Low Tox 0.039226998 Constructive 0.573
Dec 22, 2025 9 likes Canadian Citizenship Test 2025 – …
Canada benefits a lot from immigration, and it’s one of the main reasons the country actively encourages newcomers. Here’s a breakdown in simple terms: ✅ Benefits of Immigration for Canada Population Growth Canada has a …
Canada benefits a lot from immigration, and it’s one of the main reasons the country actively encourages newcomers. Here’s a breakdown in simple terms: ✅ Benefits of Immigration for Canada Population Growth Canada has a low birth rate, so without immigrants, the population would shrink. Immigration helps keep the workforce young and growing. Economic Growth Newcomers fill jobs, start businesses, and pay taxes. Skilled immigrants help in industries facing shortages (healthcare, tech, trucking, etc.). Diversity & Innovation Different backgrounds bring new ideas, cultural exchange, and global connections. Many successful Canadian companies were started by immigrants. Support for Aging Population Canada has many retirees. Immigrants contribute to pension plans and healthcare systems, supporting older generations. Global Reputation Canada is seen as a welcoming, multicultural country, which boosts tourism, trade, and international partnerships. ⚠️ Challenges (but still manageable) Housing demand increases
Identity Attack0.019877186
Insult0.017012933
Profanity0.012277958
Threat0.0068999166
Severe Toxicity0.0015926361
Low Tox 0.03875561 Constructive 0.672
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Thanks. I only read 3times takes 7hours then got20/20... it helps a lot. By the way. I had 4questions from Ture or false questions all based on the video qustions
Thanks. I only read 3times takes 7hours then got20/20... it helps a lot. By the way. I had 4questions from Ture or false questions all based on the video qustions
Identity Attack0.0055496786
Insult0.015188923
Profanity0.019143965
Threat0.0077025536
Severe Toxicity0.0014591217
Low Tox 0.03828422 Constructive 0.662
Jul 27, 2025 7 likes Canadian Citizenship Test 2025 – …
I’m sure the immigration levels will help with housing, healthcare and the high unemployment rate
I’m sure the immigration levels will help with housing, healthcare and the high unemployment rate
Identity Attack0.02238941
Insult0.010362893
Profanity0.011663092
Threat0.006653947
Severe Toxicity0.0013637543
Low Tox 0.03828422 Moderate Con 0.469
Jan 5, 2026 New rules, regulations take effect …
I also want to come canada from India please help
I also want to come canada from India please help
Identity Attack0.030949092
Insult0.011730902
Profanity0.015693882
Threat0.008103873
Severe Toxicity0.002040863
Low Tox 0.037577134 Moderate Con 0.467 Question
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
So people in Canada who need disability have to wait longer because the other people who coming here are getting help first . Not fair .
So people in Canada who need disability have to wait longer because the other people who coming here are getting help first . Not fair .
Identity Attack0.018671319
Insult0.016556932
Profanity0.009434202
Threat0.0060098954
Severe Toxicity0.0009393692
Low Tox 0.036634352 Constructive 0.517
May 23, 2019 52 likes How much do refugees and …

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.