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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.

Search & Filter

Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "I hope we return back …" 6 comments
We normal, sane, reasonable Canadian-born and bred citizens have become so "whipped" in the last 10 years under this tyranny called the LIBERAL PARTY OF CANADA, and their woke ideology. Im 60y.o., and have been …
We normal, sane, reasonable Canadian-born and bred citizens have become so "whipped" in the last 10 years under this tyranny called the LIBERAL PARTY OF CANADA, and their woke ideology. Im 60y.o., and have been screaming from the hilltops for ten years about out country being over run and dominated by Indians, and Muslims. ENOUGH !! FFSAKES, I'M NEARING THE POINT OF NO RETURN. IF THESE LIBERALS WIN THE NEXT ELECTION, IT WILL BE A CALL TO ACTION FOR ME. I WILL DO SOMETHING THAT OTHERWISE, I WOULDN'T EVEN CONTEMPLATE. MY ACT WILL BE HEARD AROUND THE WORLD, AND HOPEFULLY IT WILL CAUSE OTHERS TO AT LEAST ENACT CHANGE, AND TAKE CANADA BACK FROM THESE EVIL, SAVAGES THAT ARE OVERRUNNING HER. I'LL BE GIVING MY LIFE FOR MY BELIEFS, AND FOR MY LOVE OF GOD AND COUNTRY! GOD HELP ME, FORGIVE ME, AND GOD BLESS CANADA AND PIERRE POLIEVRE. HE IS MY, AND CANADA'S ONLY HOPE OF RESCUE. THE MUSLIM AND INDIAN TAKEOVER WILL END, OR I WILL!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.40243408
Profanity0.09992486
Threat0.0287245
Severe Toxicity0.023076924
Moderate 0.41910073 Moderate Con 0.487
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
HALT! This is as far as you go, buddy! Ahead of you lies the great kingdom of Canada! It is accessible only to the most noble and valiant of people. Oh no you don't! I …
HALT! This is as far as you go, buddy! Ahead of you lies the great kingdom of Canada! It is accessible only to the most noble and valiant of people. Oh no you don't! I can see that you are not Canadian. And there is only one way a non-Canadian can ever hope to enter the gates of our country. You must go back to your land and return here with... A passport. Ah, I see you have a passport! All right, hand it over.
Why Canadians Are Turning Against Immigrants. · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.16795322
Profanity0.032643758
Threat0.013528148
Severe Toxicity0.014188796
Moderate 0.30716252 Moderate Con 0.346 Humor_Satire
Dec 6, 2025 Why Canadians Are Turning Against …
If the many deportations is true, why do judges keep on protecting illegal aliens from being returned back to their country?? Is this more “bait and switch “? Also government pays for deportations?? I really …
If the many deportations is true, why do judges keep on protecting illegal aliens from being returned back to their country?? Is this more “bait and switch “? Also government pays for deportations?? I really hope the payment is a loan those people must pay back…
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.033680726
Profanity0.012004685
Threat0.008466354
Severe Toxicity0.002937317
Low Tox 0.1373533 Moderate Con 0.345
Dec 24, 2025 1 likes Deportations From Canada at Their …
Many new immigrants face difficulties in finding a job. They often have to go back to school at their own expense. They hope for job opportunities, only to discover in the end that it is …
Many new immigrants face difficulties in finding a job. They often have to go back to school at their own expense. They hope for job opportunities, only to discover in the end that it is hard to find work that matches their qualifications. This is the reality. Most immigrants end up doing physically demanding jobs, for low pay and often part-time, and this situation can last for years. Eventually, some start thinking about returning to their home country.This is what you need to know as a Canadian immigrant: this is the truth.
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.038683333
Insult0.023479814
Profanity0.012482914
Threat0.006641001
Severe Toxicity0.0016498566
Low Tox 0.063027434 Constructive 0.579 Personal_Narrative
Feb 6, 2026 1 likes How Canada broke its immigration …
Many new immigrants face difficulties in finding a job. They often have to go back to school at their own expense. They hope for job opportunities, only to discover in the end that it is …
Many new immigrants face difficulties in finding a job. They often have to go back to school at their own expense. They hope for job opportunities, only to discover in the end that it is hard to find work that matches their qualifications. This is the reality. Most immigrants end up doing physically demanding jobs, for low pay and often part-time, and this situation can last for years. Eventually, some start thinking about returning to their home country.This is what you need to know as a Canadian immigrant: this is the truth.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.038683333
Insult0.023479814
Profanity0.012482914
Threat0.006641001
Severe Toxicity0.0016498566
Low Tox 0.063027434 Constructive 0.579 Personal_Narrative
Feb 6, 2026 1 likes Why Canada’s immigration system has …
I hope we return back to a world praised Immigration System. Jason Kenney and Stephen Harper can get us back to realistic approach to Immigration, all we have to do is look back.
I hope we return back to a world praised Immigration System. Jason Kenney and Stephen Harper can get us back to realistic approach to Immigration, all we have to do is look back.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.008768492
Insult0.008842885
Profanity0.010006369
Threat0.006874025
Severe Toxicity0.00092983246
Low Tox 0.020960633 Constructive 0.509 Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …

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.