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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

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.

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Active: "If their country and culture …" 437 comments · Page 18 of 18
Im also an immigrant but I came here because I liked Canadian culture, I didn't want to bring my Country's culture here. I simply wanted to live a North American lifestyle. This is entirely different. …
Im also an immigrant but I came here because I liked Canadian culture, I didn't want to bring my Country's culture here. I simply wanted to live a North American lifestyle. This is entirely different. Its just changing your location, and continuing to live in a mini India inside a different geography. If I want to experience my country's culture again and if I miss it I simply do a visit to my family back home.
Identity Attack0.025002124
Insult0.012414906
Profanity0.011816809
Threat0.0062008454
Severe Toxicity0.0011301041
Low Tox 0.034513097 Constructive 0.717
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Two words: Country Caps. Preserve Canadian culture, my family assimilated to Canada when they came generations ago. Now the government is wholesale importing another country's culture and wondering why there are problems.
Two words: Country Caps. Preserve Canadian culture, my family assimilated to Canada when they came generations ago. Now the government is wholesale importing another country's culture and wondering why there are problems.
Identity Attack0.014953227
Insult0.014884921
Profanity0.009536679
Threat0.0059807673
Severe Toxicity0.0009202957
Low Tox 0.034041706 Constructive 0.542
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
To be here as a citizen today, I had to pay CAD$35.000 for a two years program in Toronto. But to get the study visa I had to prove a lot of things, including money, …
To be here as a citizen today, I had to pay CAD$35.000 for a two years program in Toronto. But to get the study visa I had to prove a lot of things, including money, proof that I had paid the college (at least 1st year), English, a Bachelor degree (education), a clear criminal history, and what attach me to my country. I had to study hard, and only after graduation I could have 3y work permit. By working in Canada I could get more point to become a permanent resident. After 2y having my PR, I could get the citizenship, but I had to prove I pay taxes, clear criminal history, and other things that show I would be a good citizen. So, I worked (and still work) hard, I am currently in two jobs and at school taking my masters, I respect the laws, I respect the culture (I never tried to impose mine), and I pay over CAD$10.000 in taxes per year on my income. That said, I feel as a slap on my face when fraudulent and dishonest people are able to be here cheating the system in any way. Some people may say I am an immigrant against immigration. NO, I am in favor of people taking the right path to immigrate, and make real contributions for this country, not coming to be scammers and criminals.
Identity Attack0.0076955543
Insult0.017227544
Profanity0.015079016
Threat0.006492125
Severe Toxicity0.0011730194
Low Tox 0.03192045 Constructive 0.774
Oct 10, 2025 IRCC Names India in Study …
An Uber driver was upset while telling me that he has family who have lived in the country for over 10 years but still refuse to learn English. They seem to want the benefits of …
An Uber driver was upset while telling me that he has family who have lived in the country for over 10 years but still refuse to learn English. They seem to want the benefits of living here, but not to embrace the culture that makes this country great. It feels like we’re losing a battle most people didn’t even realize was happening. A government is meant to serve its people, yet it often feels like ours is working against us.
Identity Attack0.0063266335
Insult0.015644927
Profanity0.010774951
Threat0.0063367756
Severe Toxicity0.0007343292
Low Tox 0.029092113 Constructive 0.718 Personal_Narrative
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has run out, and during this stressful time, I have only had 4 actual interviews with real human beings. I am also a caregiver for both of my parents, and working remotely has been my profession for the last 7 years. Remote work allows me to both care for them and bring in a full-time income. Despite having 30 years of customer service experience, I find myself being overlooked. Many companies now use AI to prescreen resumes, so if your resume isn’t ATS-friendly, it often never gets seen by a human. Even if you make it past that stage, there are endless AI-driven assessments before you even have a chance to speak with someone. And when you finally do, it’s often yet another layer of screening rather than a real interview. I know I bring value — I consistently receive compliments from customers across cultures for speaking clearly, precisely, and making their experience enjoyable. Yet I find myself competing with younger candidates who can work longer hours, or new immigrants that companies often prioritize, sometimes with government incentives. At 55, I feel like I’m being overlooked despite my proven skills and professionalism. Right now, I live with my retired parents and should be caring for them. Instead, my father is helping me pay my bills so I don’t ruin the credit I worked so hard to build. If I don’t secure a job soon, I fear I’ll lose everything else I’ve managed to hold onto. The stress is overwhelming — I cry daily, and on top of everything, I also face health issues of my own, but I have no space to focus on them because survival takes priority. Canada today feels very different from the country I grew up in. Since the pandemic, things have become harder in every way — jobs, housing, and simply living. Even if I manage to secure work, rent alone now takes up nearly 75% of what I’d earn, not even including other basic bills. It’s disheartening to feel like no matter how hard I push, I can’t get ahead.
Identity Attack0.006474625
Insult0.015796926
Profanity0.014293353
Threat0.0064079775
Severe Toxicity0.0012207031
Low Tox 0.027560094 Constructive 0.813 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is …
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is allowing families to leave their country and immigrant around the world just like they should. Localization is only prompted by friendly circumstances. It is seen everywhere with cultural neighborhoods
Identity Attack0.014852738
Insult0.011730902
Profanity0.00952814
Threat0.005919275
Severe Toxicity0.0008583069
Low Tox 0.026617315 Constructive 0.573 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
If you move to another country you need to be part of their culture and their way of life, speak their language and become one of them..but people love to move to Canada to take …
If you move to another country you need to be part of their culture and their way of life, speak their language and become one of them..but people love to move to Canada to take advantage of all the freedoms and continue doing what they are doing.
Identity Attack0.014048826
Insult0.0114649
Profanity0.010023449
Threat0.0059807673
Severe Toxicity0.0009059906
Low Tox 0.025320992 Moderate Con 0.481 Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
The country does not make the culture. The culture makes the country. I guess what Canada is going to turn into.
The country does not make the culture. The culture makes the country. I guess what Canada is going to turn into.
Identity Attack0.011321344
Insult0.011008898
Profanity0.010228404
Threat0.0063497215
Severe Toxicity0.0009536743
Low Tox 0.02449606 Low Con 0.232
Sep 21, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
When will people realise countries are more than just economic zones. History, culture, politics and economics all have a symbiotic relationship. Economics does not exist in a vacuum
When will people realise countries are more than just economic zones. History, culture, politics and economics all have a symbiotic relationship. Economics does not exist in a vacuum
Identity Attack0.004587734
Insult0.011312899
Profanity0.011355659
Threat0.0061814263
Severe Toxicity0.0006389618
Low Tox 0.023317585 Moderate Con 0.392 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Pakistani Canadian I respect Canadians , love Canadian culture. Canada is our chosen homeland and we truly love this great country. I raise two daughters here and one is a successful professional civil …
As a Pakistani Canadian I respect Canadians , love Canadian culture. Canada is our chosen homeland and we truly love this great country. I raise two daughters here and one is a successful professional civil engineer and second is a chartered accountant.
Identity Attack0.009989422
Insult0.009279887
Profanity0.013131939
Threat0.006874025
Severe Toxicity0.0012111664
Low Tox 0.019854378 Constructive 0.713 Personal_Narrative
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
When you are in another country(even in their own country), please follow the rules and regulations of that place, be kind and friendly to the people there, and be respectful to their culture. One should …
When you are in another country(even in their own country), please follow the rules and regulations of that place, be kind and friendly to the people there, and be respectful to their culture. One should have the civic sense to behave well in a community. ❤
Identity Attack0.009175468
Insult0.00817788
Profanity0.013507691
Threat0.0066345283
Severe Toxicity0.0007867813
Low Tox 0.016964182 Constructive 0.57 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I arrived in Canada 25 years ago. Yes, I am an immigrant — but I embraced this country, learned its language, and built my life here. Canadians welcomed me with open arms, and I carry …
I arrived in Canada 25 years ago. Yes, I am an immigrant — but I embraced this country, learned its language, and built my life here. Canadians welcomed me with open arms, and I carry deep respect and gratitude for that generosity. But Canada today is not the Canada of 25, or even 15, years ago. Our nation has changed profoundly. And because I love this country, I believe we must not be afraid to speak up, to protect the values and culture that make Canada the home we cherish.
Identity Attack0.005956655
Insult0.007797878
Profanity0.009801413
Threat0.0062137907
Severe Toxicity0.0006246567
Low Tox 0.011686437 Constructive 0.733 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …

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.