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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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Search comment text, filter by category or toxicity level
Active: "Why is he so concerned …" 82 comments · Page 4 of 4
Please help me understand why mass migration is considered beneficial. I believe globalization has very significant drawbacks. My primary concern is for my fellow Canadians "ONLY." It seems that the increase in new residents is …
Please help me understand why mass migration is considered beneficial. I believe globalization has very significant drawbacks. My primary concern is for my fellow Canadians "ONLY." It seems that the increase in new residents is driven largely by political motives, as new migrants often support the Liberal Party due to the benefits they receive upon arrival. Both the Liberal government in Canada and the Democrats in the United States appear to be aware of this trend. Regardless of political affiliation—whether Liberal, Conservative, Green, or any other party—if my party were to adopt such a policy, I would oppose it. Canadians really need to wake up. We need responsible citizenship that upholds and strengthens our Canadian culture and values.
Identity Attack0.013948337
Insult0.016784932
Profanity0.011201942
Threat0.00636914
Severe Toxicity0.0010156631
Low Tox 0.034041706 Constructive 0.856 Identity_Assertion
Feb 17, 2026 21 likes LILLEY UNLEASHED: The fall of …
Canada needs more MPs like this Lady. She is competent + genuinely concerned for the mess + taking concrete measures in her power/actions and not mere lip service or condemnation
Canada needs more MPs like this Lady. She is competent + genuinely concerned for the mess + taking concrete measures in her power/actions and not mere lip service or condemnation
Identity Attack0.004680229
Insult0.019354604
Profanity0.012551232
Threat0.006259101
Severe Toxicity0.00088214874
Low Tox 0.033334624 Constructive 0.542
Sep 30, 2025 3 likes IRCC Names India in Study …
These financial INCENTIVES are PULL FACTORS that draw them here. No wonder they are pouring over the borders looking for handouts. Who pays for legal aid, translating fees, public schooling, job training, food stamps, house …
These financial INCENTIVES are PULL FACTORS that draw them here. No wonder they are pouring over the borders looking for handouts. Who pays for legal aid, translating fees, public schooling, job training, food stamps, house subsidizing and uninsured hospital stays? Tax payers who’ve been paying in for years. So yeah.. that’s why they’re concerned...
Identity Attack0.006696612
Insult0.016024929
Profanity0.011458136
Threat0.006110225
Severe Toxicity0.0011587143
Low Tox 0.030270588 Constructive 0.574
Jan 28, 2019 How much do refugees and …
i have a strong suspicion the deportees surrendered willingly. it's the ones who don't show up that are of very high concern. there are 4.7 million expired visas where ppl have never kept their promise.
i have a strong suspicion the deportees surrendered willingly. it's the ones who don't show up that are of very high concern. there are 4.7 million expired visas where ppl have never kept their promise.
Identity Attack0.011691323
Insult0.012148905
Profanity0.010023449
Threat0.006427396
Severe Toxicity0.00081539154
Low Tox 0.02968135 Constructive 0.568
Dec 24, 2025 74 likes Deportations From Canada at Their …
I LOVE Indians. They're great and amazing people. The concerns are influences and ideology, as what's currently ongoing in the west - but doesn't have to do with them, necessarily much at all. God bless …
I LOVE Indians. They're great and amazing people. The concerns are influences and ideology, as what's currently ongoing in the west - but doesn't have to do with them, necessarily much at all. God bless Indians. They push themselves hard in order to improve their lives and the lives of others around them.
Identity Attack0.018972786
Insult0.010894896
Profanity0.019690514
Threat0.00866054
Severe Toxicity0.002040863
Low Tox 0.027206551 Constructive 0.813 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
WE HAVE A LOT OF ISSUES AND CONCERNS TO FIX AND ADDRESS IN OUR COUNTRY, INFLATION, LOTS OF PROTEST STRIKES, AND MORE, CANADIAN FIRST, CANADIAN ECONOMY, IMMIGRATION MUST CHANGE ASAP,
WE HAVE A LOT OF ISSUES AND CONCERNS TO FIX AND ADDRESS IN OUR COUNTRY, INFLATION, LOTS OF PROTEST STRIKES, AND MORE, CANADIAN FIRST, CANADIAN ECONOMY, IMMIGRATION MUST CHANGE ASAP,
Identity Attack0.012541492
Insult0.0103248935
Profanity0.009195087
Threat0.0067963502
Severe Toxicity0.0011587143
Low Tox 0.026263772 Moderate Con 0.401
Oct 17, 2025 IRCC Names India in Study …
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.