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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: "I don’t hold it against …" 136 comments · Page 6 of 6
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 …
At least they seem like they can hold jobs and speak the native language so can assimilate(as much as their overwhelming numbers allow) well enough. The poor driving performance is an extreme safety issue that …
At least they seem like they can hold jobs and speak the native language so can assimilate(as much as their overwhelming numbers allow) well enough. The poor driving performance is an extreme safety issue that needs addressed ASAP, immediately, yesterday.
Identity Attack0.0037367835
Insult0.01617693
Profanity0.0094256615
Threat0.0061231707
Severe Toxicity0.0007247925
Low Tox 0.026499467 Moderate Con 0.484 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Unlike the king's daughters, these people came with visas. Some came to study, some to work, and others came here as permanent residents. What kind of visas did the king's daughters hold? They were sent …
Unlike the king's daughters, these people came with visas. Some came to study, some to work, and others came here as permanent residents. What kind of visas did the king's daughters hold? They were sent here to do what? What visas did the convicts shipped by Britain and France to North America have?
Identity Attack0.0075105648
Insult0.010400894
Profanity0.010945748
Threat0.0062008454
Severe Toxicity0.0007581711
Low Tox 0.022610499 Moderate Con 0.437 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The hand of Almighty GOD is moving across the world. We will be ok. Keep holding on, keep your eyes on Jesus ☝️ 🙌
The hand of Almighty GOD is moving across the world. We will be ok. Keep holding on, keep your eyes on Jesus ☝️ 🙌
Identity Attack0.007843546
Insult0.008918885
Profanity0.012961143
Threat0.007754337
Severe Toxicity0.0013923645
Low Tox 0.021903414 Moderate Con 0.471
Aug 31, 2025 4 likes Why Canadians Are Turning Against …
Thanks for the video Tyler, much needed help here in Canada. Remigration soon hopefully but I'm not holding by breath.
Thanks for the video Tyler, much needed help here in Canada. Remigration soon hopefully but I'm not holding by breath.
Identity Attack0.006511623
Insult0.0096028885
Profanity0.010091767
Threat0.0067316215
Severe Toxicity0.00081539154
Low Tox 0.019603057 Constructive 0.617
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler no need to wonder why the government allows this .... look at who's holding PM right now. That's ur answer
Tyler no need to wonder why the government allows this .... look at who's holding PM right now. That's ur answer
Identity Attack0.001692652
Insult0.011274899
Profanity0.010501678
Threat0.0064468146
Severe Toxicity0.000667572
Low Tox 0.018723432 Low Con 0.234 Identity_Assertion
Feb 20, 2026 Inside Canada's Indian Invasion...
Canadian brothers, hold strong, we’ll have our homes again ✊🏻 Much love from your southern neighbor 🇺🇸
Canadian brothers, hold strong, we’ll have our homes again ✊🏻 Much love from your southern neighbor 🇺🇸
Identity Attack0.009286462
Insult0.008880884
Profanity0.011423977
Threat0.0074306927
Severe Toxicity0.0011825562
Low Tox 0.01822079 Moderate Con 0.495 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
News reports in Europe indicate that Switzerland may be holding a referendum in July 2026 to cap the population of that country at 10 million. If the population at any point reaches 9.5 million, then …
News reports in Europe indicate that Switzerland may be holding a referendum in July 2026 to cap the population of that country at 10 million. If the population at any point reaches 9.5 million, then Switzerland would be obligated to withdraw from certain treaties involving free movement of European citizens. Perhaps It's something to consider here in Canada, capping the population at no more than 40 million. Oops. We're already past that.
Identity Attack0.006770608
Insult0.009070885
Profanity0.0108774295
Threat0.0063950317
Severe Toxicity0.0008201599
Low Tox 0.017592486 Moderate Con 0.477 Comparative_Framing
Feb 22, 2026 1 likes LILLEY UNLEASHED: The fall of …
1:16 Native, Native Canadian here. Wish I was interviewed. No holding back. Thanks for the journalism, and stay safe.
1:16 Native, Native Canadian here. Wish I was interviewed. No holding back. Thanks for the journalism, and stay safe.
Identity Attack0.0070665907
Insult0.0084818825
Profanity0.009801413
Threat0.007094103
Severe Toxicity0.0008058548
Low Tox 0.016210219 Constructive 0.654 Personal_Narrative
Jan 27, 2026 7 likes Inside Canada's Indian Invasion...
how do we fix this? Can we hold people accountable?
how do we fix this? Can we hold people accountable?
Identity Attack0.0023216156
Insult0.008291881
Profanity0.010962827
Threat0.0075083673
Severe Toxicity0.00082969666
Low Tox 0.016210219 Moderate Con 0.333 Question
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Oh! Many immigrants are going to be leaving? I'll hold the door open for them. No disrespect intended. I know there are many hard-working immigrants who have contributed a lot to our country. That being …
Oh! Many immigrants are going to be leaving? I'll hold the door open for them. No disrespect intended. I know there are many hard-working immigrants who have contributed a lot to our country. That being said, I myself am third generation, which most of the boomer era are.
Identity Attack0.001128831
Insult0.00022569054
Profanity0.000011517464
Threat0.000057447116
Severe Toxicity0.000002742919
Low Tox 0.0012150384 Identity_Assertion
Apr 16, 2025 3 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.