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: "As an immigrant myself, living …" 438 comments · Page 18 of 18
I see this is more of a Canadian government immigrations policies are responsible for the situation Brampton is in. I lived there for 10 yrs but moved on for past 5 yrs now. Unchecked rampant …
I see this is more of a Canadian government immigrations policies are responsible for the situation Brampton is in. I lived there for 10 yrs but moved on for past 5 yrs now. Unchecked rampant liberal immigration has led to this. We should not single out one particular community though, it will not help the current situation anyway.
Identity Attack0.017967897
Insult0.013934915
Profanity0.009536679
Threat0.0062008454
Severe Toxicity0.0009727478
Low Tox 0.032391842 Constructive 0.793
Sep 19, 2025 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 …
I am a skilled immigrant, an auditor by profession for 16 years. I climbed up the ladder from a junior auditor to department head before I left for Canada late last year. I've submitted hundreds …
I am a skilled immigrant, an auditor by profession for 16 years. I climbed up the ladder from a junior auditor to department head before I left for Canada late last year. I've submitted hundreds of job applications to date and I only got a response. I have no choice but to take that job in fastfood restaurant just to make a living. Don't worry, if I still don't get a job aligned to my profession in few months, I will leave. I'm tired..
Identity Attack0.009027477
Insult0.0113509
Profanity0.01174849
Threat0.006861079
Severe Toxicity0.00094890594
Low Tox 0.026499467 Constructive 0.758 Personal_Narrative
Jul 1, 2025 3 likes How Canada broke its immigration …
As a Canadian immigrant, I didn’t have any special treatments (given a job, medical and money to live here….). Anyone wants to live in Canada, should follow Canadian laws, regulations, and respect Canadians! Try not …
As a Canadian immigrant, I didn’t have any special treatments (given a job, medical and money to live here….). Anyone wants to live in Canada, should follow Canadian laws, regulations, and respect Canadians! Try not to change what Canada has.
Identity Attack0.013345404
Insult0.010362893
Profanity0.009903891
Threat0.005893383
Severe Toxicity0.00072956085
Low Tox 0.023671126 Constructive 0.667 Personal_Narrative
Aug 27, 2025 Why Canadians Are Turning Against …
I just read a story that over 851,000 immigrants have left Canada on their own because of the high cost of housing and living conditions here , and won't this solve the problem when it …
I just read a story that over 851,000 immigrants have left Canada on their own because of the high cost of housing and living conditions here , and won't this solve the problem when it comes to immigration in the country . Should have asked Kenny who is going to pay his golf plated pension when the population starts going down and there is less taxpayers paying into the system when we start having a major population decline .
Identity Attack0.009767435
Insult0.0105148945
Profanity0.009400043
Threat0.0062785195
Severe Toxicity0.00081062317
Low Tox 0.022139108 Constructive 0.683 Economic_Argument
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
As an immigrant of Canada, I migrated here in 1999 when I was like 4 years old, I love Canada, and I consider myself Canadian, with a Jamaican background, I share my culture, but I …
As an immigrant of Canada, I migrated here in 1999 when I was like 4 years old, I love Canada, and I consider myself Canadian, with a Jamaican background, I share my culture, but I assimilated to Canadian culture because this is where I live, my home, I want to be part of Canadian culture not too change it.
Identity Attack0.015455672
Insult0.00983089
Profanity0.011936366
Threat0.0064468146
Severe Toxicity0.0009393692
Low Tox 0.022021262 Constructive 0.777 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
As a british immigrant living in Canada finding it more and more difficult to get visa renewals and PR because of these people thankyou ❤❤❤
As a british immigrant living in Canada finding it more and more difficult to get visa renewals and PR because of these people thankyou ❤❤❤
Identity Attack0.013144426
Insult0.009260887
Profanity0.010518758
Threat0.006051969
Severe Toxicity0.0008010864
Low Tox 0.021667719 Constructive 0.648
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Too many immigrants living in Canada on expired student visas
Too many immigrants living in Canada on expired student visas
Identity Attack0.013694964
Insult0.0023713782
Profanity0.000021311838
Threat0.0001593922
Severe Toxicity0.000002871781
Low Tox 0.0155798 Unverified_Claim
Apr 16, 2025 31 likes
Canada needs to step back and reassess the plan for immigration and refugees. Housing, jobs, healthcare, education, cost of living, and in general all resources are already strained. We need to prioritize the application for …
Canada needs to step back and reassess the plan for immigration and refugees. Housing, jobs, healthcare, education, cost of living, and in general all resources are already strained. We need to prioritize the application for citizenship of trained and educated workers that are needed and will benefit our economy.
Identity Attack0.0057346676
Insult0.0075698765
Profanity0.009015751
Threat0.0061749537
Severe Toxicity0.0005865097
Low Tox 0.011874928 Constructive 0.577
Nov 27, 2025 Quebec Ends Economic Immigration Program …
I am a immigrant but i am living here over 50 years
I am a immigrant but i am living here over 50 years
Identity Attack0.0039483067
Insult0.0004028712
Profanity0.000009787514
Threat0.00013983581
Severe Toxicity0.0000033607628
Low Tox 0.0035515688
Apr 15, 2025 4 likes
No jobs and no housing? Why not build more small, affordable homes while expanding your cities? Why not create more jobs? Don't you want to grow and focus less on the USA and Trump? Expelling …
No jobs and no housing? Why not build more small, affordable homes while expanding your cities? Why not create more jobs? Don't you want to grow and focus less on the USA and Trump? Expelling immigrants who genuinely want to live in Canada shouldn't be your solution to these problems. After all, Canada came into existence thanks to immigrants, right? Reclaiming houses bought by foreigners who don't even reside in your country could be a better approach. Only citizens or permanent residents should have the right to buy or build real estate.
Identity Attack0.00021986593
Insult0.00016915216
Profanity0.000015848518
Threat0.0000326271
Severe Toxicity0.0000023333337
Low Tox 0.00056050584 Policy_Critique
May 16, 2025
Their immigration policy affects those that did not actually become citizens but chose to live their with the benefits allowed under old rules.
Their immigration policy affects those that did not actually become citizens but chose to live their with the benefits allowed under old rules.
Identity Attack0.00007043143
Insult0.00013858802
Profanity0.000014621382
Threat0.000018208415
Severe Toxicity0.000002354967
Low Tox 0.00033603708
Apr 14, 2025 27 likes
I am supportive of immigration, but I believe there should be a cap of no more than 1-2.5% annually. A significant number of migrants moving to Canada from the same region or country could cause …
I am supportive of immigration, but I believe there should be a cap of no more than 1-2.5% annually. A significant number of migrants moving to Canada from the same region or country could cause issues, as this can lead to the formation of "mini-bubble" societies within Canada. These groups may sometimes become the dominant demographic and undermine the existing communities that have contributed to building Canada for decades. We cannot expect new immigrants to seamlessly merge into Canadian society. This is a major oversight by Canada’s Immigration Department. Digital applications from foreign nations may play a role in this phenomenon. There should also be regulations concerning how many new immigrants can be brought in by family members. For instance, one new citizen can legally bring both of their parents and their spouse, which is fair. However, there have been cases where this process is repeated multiple times within ten years, leading to a 1:15 ratio, where one person can bring in six to eight relatives. If there is a labor shortage in essential fields, Canada can offer long-term residency to those who continue to work in those sectors, such as caretakers. However, the pathway to citizenship could be lengthened or require a higher standard. For instance, the requirements could extend from X years of living in Canada to X+5 years, as well as passing a basic Canadian citizenship test, either written or verbal. While an increase of five years may seem unfair or lengthy, it is essential. A newborn child from a Canadian family requires 18 years to gain voting rights in elections, whereas new immigrants—especially those who come for study for four to six years—can potentially gain both citizenship and voting rights sooner if they meet the previous administration's standard. Children under the age of 18 can gain citizenship in as little as X-4 years, regardless of their full integration into Canadian society. This loophole is sometimes abused and provides preferential treatment that favors this process over existing Canadian. In my opinion, it would be fairer to calculate the duration of "living in Canada" based on the number of years they have paid "income taxes" in Canada. This is important because many individuals with multiple passports pay taxes elsewhere while benefiting from Canadian healthcare and other services. The investment in home buying as a pathway to citizenship has contributed to the housing crisis, resulting in numerous empty homes in various regions. While it may offer short-term economic benefits that some politicians favor, it is detrimental to Canada as a whole. If buying a house is the only requirement for citizenship, wouldn't a large portion of the global population be eligible for U.S. citizenship just by investing in U.S. businesses or stocks? This perspective may seem illogical when looking at it from outside the box. Apologies for being a bit wordy; I had much more to say. Nonetheless, I also support temporary residency for up to 6-9 months for those who have been evacuated due to war, natural disasters, or similar circumstances. Special exceptions can be granted for families with members working in critical fields that merit such considerations (high-end industry).
Identity Attack0.000069526875
Insult0.00010191088
Profanity0.000024604129
Threat0.0000227671
Severe Toxicity0.000003976266
Low Tox 0.00024560353 Policy_Critique
Apr 15, 2025 11 likes

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.