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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: "I had 8 so were …" 215 comments · Page 8 of 9
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank $200,000 of hard earned money into the Canadian Education system — Not as a fast track gimmick to immigrate, but so I could achieve my dream as a Game Developer. This money was family income, earned on 1/4th the salary, taking 4x longer to save. I was a great privileged to me. Today 15 years later, no one would ever think I'm from India. I sound Canadian, I behave Canadian, I have Canadian values, and I am Canadian. I came here because I loved Canada. I would watch hours upon hours of indigenous history, and on my Citizenship day, I watched Juno Beach to celebrate. However I must say this... I suffered through s*icidal depression here for 8 years, because I had far less leverage here than in a developing country, and it's really telling what sort of situation we're all in... Rent caps in Canada were removed... The housing market was open to foreign investors / and real estate monopolies with a 20% year-on-year rise... Rents went from 1000$ to 2100$ MINIMUM for a 1 bedroom through Trudeau's term and the govt said "It's not a federal responsibility"... Auto insurance is like 2.5-3.5k a year in Ontario and if you get a dent, you pay a deductable... I was quoted 8500$ for two wisdom teeth surgeries while it costed me 260$ abroad... During Covid - property owners, banks, and grocery stores exploited our misery and made record profits!... The govt stopped filtering through it's immigrants with "interviews", and it's operating like a scam — "Bring all your foreign money, convert it to CAD, and keep our GDP stable.. while we neither have the infrastructure, nor the job market to support these numbers". I think some accountability is due... these issues are "symptoms", not the problem — The problem is our Liberal govt / policies, and our wonderful voting body who voted Liberal term after term after term while complaining. Why does this govt safeguard extremism, foreign politics, foreign separatism? Khalistanis are as much of a threat / nuance to India than it is to Canada, but in Canada they actually have a unrestricted platform. Instead of resenting immigrants, we need to start resenting how mismanaged Canada is by our govt, and hold our voting body accountable. We had a chance to vote differently, but once again a repackaged and rebranded Liberal term. Because my ethnicity is Indian, I've become an object of collective resentment / hatred, and I don't think that's fair.. Please direct it at your vote, and govt level policies. Why should I (and other's like me) be crucified with the sins of other immigrants? It's like hating all your neighbors in a burning building, when the management has been lighting the fire.
Identity Attack0.026810925
Insult0.027218282
Profanity0.022354934
Threat0.0074436385
Severe Toxicity0.0024795532
Low Tox 0.0665887 Constructive 0.817 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
📖 Rapid Indian Immigration in Canadian Cities (0:00 - 2:10) ├─ 0:00 Racism and Stereotypes Against Indian Immigrants ├─ 0:32 Mass Migration of Indian Immigrants to Canada ├─ 1:00 Human Smuggling and Immigration Issues └─ …
📖 Rapid Indian Immigration in Canadian Cities (0:00 - 2:10) ├─ 0:00 Racism and Stereotypes Against Indian Immigrants ├─ 0:32 Mass Migration of Indian Immigrants to Canada ├─ 1:00 Human Smuggling and Immigration Issues └─ 1:50 Immigration and Cultural Assimilation in Canada 📖 Impact of Indian Immigration on Local Communities (2:10 - 3:20) └─ 2:10 Impact of Indian Immigration on Local Communities 📖 Racial Tensions and Demographic Changes in Bmpton (3:20 - 4:38) ├─ 3:20 Racial Diversity and Demographic Changes └─ 3:58 Racial Tensions and Experiences in Multicultural Settings 📖 Racism and Xenophobia in Canadian Communities (4:38 - 6:09) ├─ 4:38 Racism and Xenophobia in Canadian Communities ├─ 5:14 Negative Views on Immigration and Cultural Differences └─ 5:49 Consequences of Demographic Replacement in Bmpton 📖 Driving Habits and Road Safety Concerns (6:09 - 7:30) ├─ 6:09 Distracted and Aggressive Driving in Canada ├─ 6:43 Poor Driving Habits in Canada └─ 7:04 Distracted Driving in Bmpton Residents 📖 Indian Immigration and Economic Impact (7:30 - 8:48) ├─ 7:30 Immigrant Experiences in Canada's Indian Community └─ 8:17 Rise of Ethnic Nationalism in Canada 📖 Hanuman Symbolism in Multicultural Communities (8:48 - 10:25) ├─ 8:48 Canada's Changing Demographics and Cultural Symbols ├─ 9:29 Earning Money through Mobile Games └─ 9:58 Making Money with Mobile Apps 📖 Punjabi Independence Movement and Human Smuggling (10:25 - 11:46) ├─ 10:25 Punjab Independence Movement and Kalistan ├─ 10:50 India's Economic and Political Challenges └─ 11:13 Human Smuggling Across the Canada-US Border 📖 Human Trafficking Sting Operation Setup (11:46 - 13:34) ├─ 11:46 Arranging a Pickup for Human Trafficking ├─ 12:20 Human Trafficking Sting Operation Risks and Preparations └─ 12:50 Human Trafficking and Kidnapping Fears and Preparations 📖 Human Trafficking through Student Visa Scams (13:34 - 14:49) 📖 Crossing the US-Canada Border Illegally (14:49 - 16:56) ├─ 14:49 Crossing the US-Canada Border Illegally ├─ 15:20 Crossing the Canadian Border Anxieties ├─ 15:50 Traveling to Canada in Winter └─ 16:18 Phone Theft and Harassment Tactics 📖 Crossing the Border Illegally with a Smuggler (16:56 - 18:21) ├─ 16:56 Crossing the Border Illegally in Canada ├─ 17:29 Smuggling Items Past Border Patrol └─ 17:53 Safety Concerns in Traveling to Canada 📖 Human Smuggling Operation in Canada (18:21 - 22:02) ├─ 18:21 Crossing the Border Illegally with Smugglers ├─ 19:04 Emergency Preparations and Safe Houses └─ 19:45 Human Smuggling Operations in Canada Exposed
Identity Attack0.06249457
Insult0.02212623
Profanity0.019690514
Threat0.0104988385
Severe Toxicity0.005302429
Low Tox 0.06500591 Constructive 0.543
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
For the first group of 25000 Syrian refugees, many had very large families. As mentioned in the video, $50,000 depending on the number in the family, probably 8 or more, mostly children under the age …
For the first group of 25000 Syrian refugees, many had very large families. As mentioned in the video, $50,000 depending on the number in the family, probably 8 or more, mostly children under the age of 17? Now add on the child care benefit. For each child under the age of 6 the family gets $6400 & those over the age of 6 to 17 they get $5400. So if you had 8 kids, 4 under the age of 6 equal to $25,600 & 4 over equal $21,600 & it's all tax free. Now add on subsidized housing, free health care, the one time setup housing money & the Government covered their transportation cost to Canada. Total $97,200, most of it tax free. Canadian Immigration Consultant considers this kind of family just above the poverty line. Remember this is just a scenario, but it does show the added benefit of our wonderful child care benefit for families.
Identity Attack0.025203101
Insult0.022448512
Profanity0.01627459
Threat0.0072106146
Severe Toxicity0.0022029877
Low Tox 0.061444655 Constructive 0.788
Apr 10, 2018 2 likes How much do refugees and …
8:17 😂 he kept it real
8:17 😂 he kept it real
Identity Attack0.0071405866
Insult0.01617693
Profanity0.029460056
Threat0.009955117
Severe Toxicity0.0035858154
Low Tox 0.059479803 Moderate Con 0.314 Humor_Satire
Feb 26, 2026 Inside Canada's Indian Invasion...
@8:53 translation, its an idol.
@8:53 translation, its an idol.
Identity Attack0.005364689
Insult0.025284592
Profanity0.021330157
Threat0.007314181
Severe Toxicity0.0014877319
Low Tox 0.058737632 Low Con 0.169 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
8:20 alright this guy should be president
8:20 alright this guy should be president
Identity Attack0.010211408
Insult0.02012808
Profanity0.020373698
Threat0.009307829
Severe Toxicity0.00289917
Low Tox 0.05750068 Low Con 0.198 Call_To_Action
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
8:29 wait thats the new Brampton
8:29 wait thats the new Brampton
Identity Attack0.008435511
Insult0.014884921
Profanity0.02522431
Threat0.011042561
Severe Toxicity0.003452301
Low Tox 0.05725329 Low Con 0.29 Meta_Commentary
Feb 24, 2026 6 likes Inside Canada's Indian Invasion...
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...
8:24 protect this man at all costs
8:24 protect this man at all costs
Identity Attack0.00725158
Insult0.013250912
Profanity0.019963788
Threat0.014048163
Severe Toxicity0.0032997131
Low Tox 0.055274166 Low Con 0.284 Solidarity
Jan 27, 2026 7 likes Inside Canada's Indian Invasion...
I had 8 so were still asking babies
I had 8 so were still asking babies
Identity Attack0.0093974555
Insult0.012984909
Profanity0.027000591
Threat0.008945347
Severe Toxicity0.002861023
Low Tox 0.051810697 Moderate Con 0.452 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
I don't get how people can afford to go travel to their countries so much. I met a migrant and she goes to Japan 8 times a year.
I don't get how people can afford to go travel to their countries so much. I met a migrant and she goes to Japan 8 times a year.
Identity Attack0.040745795
Insult0.01306091
Profanity0.014771583
Threat0.0066280556
Severe Toxicity0.0014686584
Low Tox 0.049089402 Constructive 0.573
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
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 …
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to …
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to be firever students? What if they get work permit while still being student? This is very possible for the IT engineers from India, they are student here but get a job in USA or any other country and they leave. Where are the statistics of students who got married to Canadian nationals and decided to stop studying because of family expenses? It will be easy to track down the fees transfer and return of these said 8% non-compliant students. Did they get their money back? If not, then why didn't colleges paid the remaining fees back and report that non-obligatory to the study visa rules? Or, was the past govt quite about this because Canada needed cheap labor and money in other colleges accounts?
Identity Attack0.014551271
Insult0.021546122
Profanity0.013780965
Threat0.006763986
Severe Toxicity0.0014305115
Low Tox 0.0466155 Constructive 0.511 Question
Sep 29, 2025 IRCC Names India in Study …
8:20 describing himself
8:20 describing himself
Identity Attack0.006363631
Insult0.014960921
Profanity0.022149978
Threat0.010602405
Severe Toxicity0.002937317
Low Tox 0.045131154 Low Con 0.287 Meta_Commentary
Feb 10, 2026 Inside Canada's Indian Invasion...
8:51 why is there a statue of Michael Jackson?
8:51 why is there a statue of Michael Jackson?
Identity Attack0.009693438
Insult0.012794908
Profanity0.018597418
Threat0.0084793
Severe Toxicity0.0020217896
Low Tox 0.04240986 Low Con 0.248 Meta_Commentary
Jan 27, 2026 24 likes Inside Canada's Indian Invasion...
Literally me 8:16
Literally me 8:16
Identity Attack0.009360458
Insult0.011692902
Profanity0.026317406
Threat0.011146127
Severe Toxicity0.002708435
Low Tox 0.035691574 Moderate Con 0.376
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
8:18
8:18
Identity Attack0.007029593
Insult0.0113509
Profanity0.023994578
Threat0.011223801
Severe Toxicity0.0028419495
Low Tox 0.034277402 Low Con 0.275
Jan 28, 2026 Inside Canada's Indian Invasion...
I’m just 8:46
I’m just 8:46
Identity Attack0.006992595
Insult0.011578901
Profanity0.024267852
Threat0.010265815
Severe Toxicity0.0025367737
Low Tox 0.034041706 Moderate Con 0.414 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
I had a work accident and tore my rotator cuff. I had to wait a year and a half. For mri and months after that. The surgeons stated the infraspinitous ligament was still half torn …
I had a work accident and tore my rotator cuff. I had to wait a year and a half. For mri and months after that. The surgeons stated the infraspinitous ligament was still half torn still. All that time later. It required another surgery 8 months later. I now have some relief in that arm. Decade later But I'm in the similar situation right now other shoulder. Those wait times were bad and it's only gotten worse since
Identity Attack0.0026823445
Insult0.012642908
Profanity0.017231047
Threat0.0086087575
Severe Toxicity0.0013542175
Low Tox 0.034041706 Constructive 0.761
Aug 25, 2025 Why Canadians Are Turning Against …
8 million more to go… pick up the pace
8 million more to go… pick up the pace
Identity Attack0.005660672
Insult0.012604907
Profanity0.01174849
Threat0.009100696
Severe Toxicity0.0015163422
Low Tox 0.034041706 Low Con 0.28
Dec 28, 2025 1 likes Deportations From Canada at Their …
The current wait time for PGWP is around 8-10 months... That's how bad it is now
The current wait time for PGWP is around 8-10 months... That's how bad it is now
Identity Attack0.0020626306
Insult0.016024929
Profanity0.012448754
Threat0.0067057298
Severe Toxicity0.0009059906
Low Tox 0.033806015 Moderate Con 0.321 Policy_Critique
Jan 21, 2026 Why Canada’s immigration system has …
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond …
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond Library, studied the map and etc. Some I remember are: 1. What is the common term for someone elected in Federal elections? A. Riding Winner B. Member of Parliament C. Senate D. Federal Executive. 2. Which of the following represents being Canadian and expresses national identity? A. Symbols like Maple leaf B. Equality C. Unity D. Human Right Commission 3. Jury duty consists of partial jurors and past jurors (in similar meaning) True or False. 4. French and English are: A. Fighting rebellion in 1800s B. French joined hands with Americans to fight against English C. Lived together for 300 years D. All of the above 5. Got a basic question about suffrage movement 6. What are prairie provinces? Saskatchewan, Alberta, Manitoba (SAM) 7. I got a question about provinces from west to east on Canada map. Please look and memorize the provinces locations. 8. Got a question about Peace Arch in Blaine 9. Question about Peace Tower like what was built after first world War. 10. Question about Aboriginals. Ans: First Nations, Metis and Inuits 11. Branches of Parliament Ans: Sovereign, House of commons and Senate 12. Courts do: Ans: Settle disputes These all what I remember. I am not sure which ones I got wrong. Might be in the first 5 I posted here. Test is not difficult but it is better to go through this video multiple times and do some other mock tests as well, in my opinion. Thank you and All the Best 😊
Identity Attack0.010729378
Insult0.017227544
Profanity0.015010698
Threat0.006647474
Severe Toxicity0.0014209747
Low Tox 0.032863233 Constructive 0.818 Personal_Narrative
Feb 10, 2026 21 likes Canadian Citizenship Test 2025 – …
8:20
8:20
Identity Attack0.0066596144
Insult0.011046898
Profanity0.022696527
Threat0.01101667
Severe Toxicity0.002708435
Low Tox 0.032391842 Low Con 0.299
Jan 29, 2026 Inside Canada's Indian Invasion...
8:20 BASE NUX FAN😂😂😂😂❤
8:20 BASE NUX FAN😂😂😂😂❤
Identity Attack0.0032003147
Insult0.014086916
Profanity0.041661996
Threat0.006686311
Severe Toxicity0.004234314
Low Tox 0.032156147 Low Con 0.277 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
my test is in 8 days please pray for me as i've been waiting for my citizenship for 9 years . Edit : I passed, Good luck to you all
my test is in 8 days please pray for me as i've been waiting for my citizenship for 9 years . Edit : I passed, Good luck to you all
Identity Attack0.008139528
Insult0.010894896
Profanity0.016752819
Threat0.008789998
Severe Toxicity0.0016307831
Low Tox 0.03192045 Constructive 0.596 Personal_Narrative
Jan 17, 2026 3 likes Canadian Citizenship Test 2025 – …

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.