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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: "so many of the same …" 1,340 comments · Page 50 of 54
We let to many of them here in Canada to be fair they are very nice people and we Canadians respect every culture but at same time they need to do the same with Canadian …
We let to many of them here in Canada to be fair they are very nice people and we Canadians respect every culture but at same time they need to do the same with Canadian culture❤
Identity Attack0.022791367
Insult0.011920903
Profanity0.013029462
Threat0.007145886
Severe Toxicity0.0013637543
Low Tox 0.03192045 Constructive 0.651
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Vassey has a job to do but asking questions about how many false claims and how much they cost is irrelevant frankly. Whether it’s 10 of millions or 100 millions, it’s wrong and needs to …
Vassey has a job to do but asking questions about how many false claims and how much they cost is irrelevant frankly. Whether it’s 10 of millions or 100 millions, it’s wrong and needs to be fixed.
Identity Attack0.002034882
Insult0.01961243
Profanity0.010552917
Threat0.006589218
Severe Toxicity0.0007009506
Low Tox 0.03192045 Moderate Con 0.46 Policy_Critique
Feb 24, 2026 53 likes 'We do know that there's …
Sikh’s and Punjabis are good people, I know many. Respectful, hardworking, friendly, and often speak excellent English. I would gladly welcome more into my community
Sikh’s and Punjabis are good people, I know many. Respectful, hardworking, friendly, and often speak excellent English. I would gladly welcome more into my community
Identity Attack0.021786476
Insult0.010894896
Profanity0.021125201
Threat0.008841781
Severe Toxicity0.0025177002
Low Tox 0.031331215 Constructive 0.697 Solidarity
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Yeah, the majority here in Ontario are happy that the government is getting it under control, and unfortunately, the method is not fair. The missing parts of the report are: 1) the government has increased …
Yeah, the majority here in Ontario are happy that the government is getting it under control, and unfortunately, the method is not fair. The missing parts of the report are: 1) the government has increased the number of permanent residency spots to convert temporary residents, but the increase is not proportionate. 2) The reason why we had an increase in temporary residents was because corporations (like Tim Horton's) lobbied the government to let in more temporary workers whom they can underpay and exploit, as the employees don't have as many rights. So now it is not surprising that they are lobbying against the changes.
Identity Attack0.0042917514
Insult0.018516673
Profanity0.01220964
Threat0.0063238298
Severe Toxicity0.0010061264
Low Tox 0.031213367 Constructive 0.778 Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
Just wanna say, cause I don't think its said enough, I commend the journalistic integrity that you started out with and maintain throughout your work. Thank you for your commitment to hearing many sides of …
Just wanna say, cause I don't think its said enough, I commend the journalistic integrity that you started out with and maintain throughout your work. Thank you for your commitment to hearing many sides of the story. My brother is a journalist in NYC and he also amplifies voices that are so often drowned out by louder, flashier ones. As a Canadian, who was born in South Africa, but have grown up in BC since elementary school, I feel incredibly grateful for the opportunity this country has given my family. We all work hard to build on the values shared in this nation. I love learning about aspects of Canada that I am unfamiliar with, but ultimately help shape its identity. 🙏
Identity Attack0.0076585566
Insult0.01819439
Profanity0.014771583
Threat0.006686311
Severe Toxicity0.0011396408
Low Tox 0.03109552 Constructive 0.882 Solidarity
Oct 8, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)
It’s time for Indian 🇮🇳 !!! Thank you for sharing!! Brampton is a little India-town in Canada 🇨🇦!! India has many population the first country in the world with too much people!!! Time for India …
It’s time for Indian 🇮🇳 !!! Thank you for sharing!! Brampton is a little India-town in Canada 🇨🇦!! India has many population the first country in the world with too much people!!! Time for India 🇮🇳😁😁👍🏽
Identity Attack0.021585498
Insult0.010476895
Profanity0.013849284
Threat0.008531082
Severe Toxicity0.0022602081
Low Tox 0.030859824 Constructive 0.626
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Yet, Canada gave away billions of dollars to Ukraine and took in so many Ukrainian refugees, and beg Canadians to make donations to the Food Banks. What gives?
Yet, Canada gave away billions of dollars to Ukraine and took in so many Ukrainian refugees, and beg Canadians to make donations to the Food Banks. What gives?
Identity Attack0.014149316
Insult0.013440913
Profanity0.009733095
Threat0.006162008
Severe Toxicity0.0009441376
Low Tox 0.030388435 Moderate Con 0.373
Jan 3, 2026 6 likes New rules, regulations take effect …
Three years to become a Canadian citizen what are we turning into a USA? I have many friends that live in Windsor and their wife is a nurse in Detroit and they had all their …
Three years to become a Canadian citizen what are we turning into a USA? I have many friends that live in Windsor and their wife is a nurse in Detroit and they had all their kids in Detroit and have dual citizen. Can’t do that no more.
Identity Attack0.01756594
Insult0.0118069025
Profanity0.010262563
Threat0.006149062
Severe Toxicity0.0010490417
Low Tox 0.030034892 Constructive 0.658
Jan 21, 2026 Canada’s new rules in 2026
You can complain about it or blame the newcomers many of which have contributed to these problems but the real solution is to force change in government policy so things can eventually start getting better
You can complain about it or blame the newcomers many of which have contributed to these problems but the real solution is to force change in government policy so things can eventually start getting better
Identity Attack0.009545447
Insult0.012642908
Profanity0.012892825
Threat0.0073789097
Severe Toxicity0.0010538101
Low Tox 0.02873857 Moderate Con 0.461 Policy_Critique
Sep 14, 2025 How Canada broke its immigration …
I have lived in Brampton from 1988 to 2014 - the sign on the 410 in 1988 for population in Brampton said around 64 000, have a look today.... I wish we made that many …
I have lived in Brampton from 1988 to 2014 - the sign on the 410 in 1988 for population in Brampton said around 64 000, have a look today.... I wish we made that many babies in so little time!!
Identity Attack0.005105704
Insult0.0113509
Profanity0.011663092
Threat0.008556974
Severe Toxicity0.0014209747
Low Tox 0.028031485 Constructive 0.704 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
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 have many Indian friends who came to Canada over the years. My friends’ families came here for a better life, to integrate into Canadian society, to adopt our values and have started successful businesses …
I have many Indian friends who came to Canada over the years. My friends’ families came here for a better life, to integrate into Canadian society, to adopt our values and have started successful businesses based on those shared values. Sadly things seem to have shifted in the past 10 years…
Identity Attack0.017766917
Insult0.0116169015
Profanity0.010621235
Threat0.0059775305
Severe Toxicity0.0008010864
Low Tox 0.027560094 Constructive 0.701 Personal_Narrative
Feb 6, 2026 3 likes Inside Canada's Indian Invasion...
With Ai on the horizon about to delete many jobs, I wonder how they expect these people to get work.
With Ai on the horizon about to delete many jobs, I wonder how they expect these people to get work.
Identity Attack0.0034962974
Insult0.010590895
Profanity0.010723713
Threat0.009023022
Severe Toxicity0.001001358
Low Tox 0.02638162 Moderate Con 0.398
Oct 4, 2025 IRCC Names India in Study …
Good!! More need to go. Many more!
Good!! More need to go. Many more!
Identity Attack0.0036997858
Insult0.010818896
Profanity0.013063621
Threat0.009204263
Severe Toxicity0.0016212463
Low Tox 0.026263772 Moderate Con 0.423 Policy_Critique
Dec 25, 2025 Deportations From Canada at Their …
Retired canadians RNs served canada 25 to 35 yrs and can not get a Doctor. We are not training our own young canadians, look how many doctors trained in canada are foreign. Also the doctors …
Retired canadians RNs served canada 25 to 35 yrs and can not get a Doctor. We are not training our own young canadians, look how many doctors trained in canada are foreign. Also the doctors that used to migrate in 70s, 80s 90s often British Scottish, Irish, South Africans with a different work ethic and most were surgeons and anesthesiologists or obstetricians. Great skill sets.
Identity Attack0.013948337
Insult0.012224905
Profanity0.00998929
Threat0.006039023
Severe Toxicity0.0009536743
Low Tox 0.025792383 Constructive 0.717 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
It's a correction for allowing too many claimants entering Canada with applications on shaky grounds. Glad it will save us 100s of millions offloading them from the support systems everyday Canadians actually need in these …
It's a correction for allowing too many claimants entering Canada with applications on shaky grounds. Glad it will save us 100s of millions offloading them from the support systems everyday Canadians actually need in these times.
Identity Attack0.008509507
Insult0.01306091
Profanity0.00993805
Threat0.0073918556
Severe Toxicity0.00096321106
Low Tox 0.025792383 Constructive 0.601
Dec 24, 2025 Deportations From Canada at Their …
We let way too many people in canada.
We let way too many people in canada.
Identity Attack0.013345404
Insult0.009868891
Profanity0.010621235
Threat0.006861079
Severe Toxicity0.0011920929
Low Tox 0.025320992 Low Con 0.229 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Tell us how many millions were spent to bring all the engimineers to our shores.
Tell us how many millions were spent to bring all the engimineers to our shores.
Identity Attack0.0030708222
Insult0.011882903
Profanity0.011082385
Threat0.007573096
Severe Toxicity0.0009393692
Low Tox 0.025203144 Low Con 0.221 Question
Dec 25, 2025 Deportations From Canada at Their …
I bet many sre working for the AMAZON WAREHOUSE IN MY BACKYARD IN LA SALLE QUEBEC.
I bet many sre working for the AMAZON WAREHOUSE IN MY BACKYARD IN LA SALLE QUEBEC.
Identity Attack0.004643231
Insult0.013744914
Profanity0.011082385
Threat0.0067963502
Severe Toxicity0.001115799
Low Tox 0.025085296 Moderate Con 0.414 Economic_Argument
Jan 25, 2026 IRCC Names India in Study …
The rails and ledges are too large and wide in general and it’s missing so many details and reality
The rails and ledges are too large and wide in general and it’s missing so many details and reality
Identity Attack0.002848835
Insult0.01306091
Profanity0.010962827
Threat0.006097279
Severe Toxicity0.0007677078
Low Tox 0.024731753 Low Con 0.235
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
What I want to know is WHY and why did so many people go along with this disaster.
What I want to know is WHY and why did so many people go along with this disaster.
Identity Attack0.0018591423
Insult0.011236899
Profanity0.010552917
Threat0.007068211
Severe Toxicity0.00076293945
Low Tox 0.02449606 Moderate Con 0.323
Jun 18, 2025 3 likes How Canada broke its immigration …
How come you didn’t ask why so many people were praying in the middle of the day? 😂
How come you didn’t ask why so many people were praying in the middle of the day? 😂
Identity Attack0.006178642
Insult0.010286893
Profanity0.0128245065
Threat0.0062785195
Severe Toxicity0.0010108948
Low Tox 0.024260364 Low Con 0.244 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Making Indigenous languages official in Canada faces struggles due to the deep, ongoing impact of colonization (residential schools, assimilation policies), the sheer number of endangered languages (over 70), lack of constitutional protection like English/French have, …
Making Indigenous languages official in Canada faces struggles due to the deep, ongoing impact of colonization (residential schools, assimilation policies), the sheer number of endangered languages (over 70), lack of constitutional protection like English/French have, funding gaps, and challenges implementing legislation like the Indigenous Languages Act effectively, despite strong community efforts for revitalization. The core issue is moving beyond mere documentation to ensuring effective support for daily use, education, and government services, a goal hindered by historical trauma and systemic neglect.  Key Struggles & Challenges: Colonial Legacy: Policies like the Indian Act and residential schools suppressed languages, causing massive loss, with trauma still affecting intergenerational transmission. Constitutional Gap: Unlike English and French, Indigenous languages lack explicit, strong constitutional rights (e.g., in the Charter) for government services, as noted in this article from indigenouswatchdog.org. Urgency & Scarcity: Most of Canada's 70+ Indigenous languages are endangered, with many facing imminent extinction, requiring immediate action from the last fluent elders. Implementation of Legislation: The Indigenous Languages Act (2019) aims to support revitalization, but it's criticized for being non-binding and not creating effective rights, meaning legal recognition doesn't always translate to real-world resources or services. Funding & Resource Gaps: While funding exists, it's often insufficient, limited in scope, or not reaching grassroots efforts effectively, making comprehensive revitalization difficult. Integration Challenges: Integrating Indigenous languages into education (K-12, higher ed) and public services (health, justice) remains a significant hurdle, even where there's political will, as seen in territories with official Indigenous languages.
Identity Attack0.009471451
Insult0.013668913
Profanity0.010621235
Threat0.006550381
Severe Toxicity0.00091552734
Low Tox 0.023906821 Constructive 0.629 Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
Many of the emigrant they also come from the USA to Canada. Not o only from Canada to the USA.
Many of the emigrant they also come from the USA to Canada. Not o only from Canada to the USA.
Identity Attack0.016058605
Insult0.0092228865
Profanity0.010450439
Threat0.0061231707
Severe Toxicity0.0008583069
Low Tox 0.023788974 Moderate Con 0.398 Comparative_Framing
Mar 3, 2026 Inside Canada's Indian Invasion...
Because they let too many in the country.
Because they let too many in the country.
Identity Attack0.0075845607
Insult0.010476895
Profanity0.010911589
Threat0.006576272
Severe Toxicity0.00092983246
Low Tox 0.023788974 Low Con 0.19 Policy_Critique
Dec 25, 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.