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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: "This is not emigration , …" 33 comments · Page 2 of 2
How about the Emigration problem? Immigration from another country is one thing; Losing a worker to Emigration is another. This is what happened in the Netherlands: After the war, there was massive unemployment. (since not …
How about the Emigration problem? Immigration from another country is one thing; Losing a worker to Emigration is another. This is what happened in the Netherlands: After the war, there was massive unemployment. (since not everyone is fit to work in construction) So we sent 5% of the country away, mostly to Canada. Most everyone who emigrated was fit and of working age. A lot of them where farmers. Twenty years later there was a massive labour shortage. Our country needed fit men of working age. So we got immigrants.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.02048012
Insult0.022964163
Profanity0.01309778
Threat0.0069905366
Severe Toxicity0.0016498566
Low Tox 0.056758508 Constructive 0.628 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Why are they getting ANY of my tax money? The only thing my Dad go t when we emigrated was a job, a skilled one, and no one handed him that.
Why are they getting ANY of my tax money? The only thing my Dad go t when we emigrated was a job, a skilled one, and no one handed him that.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.019274252
Insult0.016100928
Profanity0.012995303
Threat0.0061878995
Severe Toxicity0.0011301041
Low Tox 0.050573748 Moderate Con 0.48
Jun 25, 2025 How much do refugees and …
I wish they'd put money in Emigration.
I wish they'd put money in Emigration.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.020982565
Insult0.012224905
Profanity0.014703264
Threat0.00746953
Severe Toxicity0.0018119812
Low Tox 0.050078966 Moderate Con 0.336 Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Over 118,000 emigrated, 18,000 deported, lots of students and visa holders left. Over 300,000 deaths in Canada last year.
Over 118,000 emigrated, 18,000 deported, lots of students and visa holders left. Over 300,000 deaths in Canada last year.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.023595277
Insult0.012300906
Profanity0.010979908
Threat0.013113883
Severe Toxicity0.0020885468
Low Tox 0.049336795 Moderate Con 0.461
Dec 24, 2025 9 likes Deportations From Canada at Their …
Wonder what native Americans stories were like when Europeam emigrated to north America
Wonder what native Americans stories were like when Europeam emigrated to north America
Inside Canada's Indian Metropolis (Brampton) · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.021987455
Insult0.012604907
Profanity0.013780965
Threat0.0072753434
Severe Toxicity0.0013446808
Low Tox 0.039226998 Low Con 0.295 Comparative_Framing
Oct 3, 2025 29 likes Inside Canada's Indian Metropolis (Brampton)
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of …
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of living, under paying jobs, and astronomical Post secondary prices to get basic diplomas I know for a fact that 90's babies will be the last generation to have more then one child. Another issue is the recruitment centers in India, funded by Canadian corporations looking for cheap labor, promising the world to struggling Indians only to back out of every promise they made, and put the burden on the government and Canadians. This plus a lack of population control in India, is set that to have Indians to be over 25% of the global population in the next 50 years.
Inside Canada's Indian Invasion... · 304: Cluster #303
Close reading → Discourse → Video sentiment →
Identity Attack0.012061302
Insult0.016784932
Profanity0.0128245065
Threat0.0067186756
Severe Toxicity0.0013065338
Low Tox 0.03357032 Constructive 0.641 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
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.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
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...
I am emigrating to Canada as a permanent resident and I'd like to weigh in. You have to have $12,200 before you can arrive, you don't get government funded healthcare for 3 months or other …
I am emigrating to Canada as a permanent resident and I'd like to weigh in. You have to have $12,200 before you can arrive, you don't get government funded healthcare for 3 months or other benefits. I agree with this policy
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.005771666
Insult0.00819688
Profanity0.010177165
Threat0.0065956907
Severe Toxicity0.0007390976
Low Tox 0.014765122 Constructive 0.719
Feb 1, 2018 1 likes How much do refugees and …

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.