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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.

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Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "You have crossed our border …" 68 comments · Page 3 of 3
79000 students may cross borders to the USA under the biden administration they apply for asylum in US 100%. i know some students they came to in the USA
79000 students may cross borders to the USA under the biden administration they apply for asylum in US 100%. i know some students they came to in the USA
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.0073995716
Insult0.009089886
Profanity0.011184863
Threat0.0063626673
Severe Toxicity0.00071525574
Low Tox 0.020607091 Constructive 0.522 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
No room. If I have to follow the law crossing the border, so do they.
No room. If I have to follow the law crossing the border, so do they.
Migrants cross into Canada near Hemmingford · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.005364689
Insult0.008386881
Profanity0.010245483
Threat0.006699257
Severe Toxicity0.0007200241
Low Tox 0.01822079 Moderate Con 0.324 Moral_Argument
Jan 6, 2026 Migrants cross into Canada near …
I used to work in a small farming community near the border in Quebec. People crossing is absolutely common.
I used to work in a small farming community near the border in Quebec. People crossing is absolutely common.
Inside Canada's Indian Invasion... · 373: Cluster #372
Close reading → Video sentiment →
Identity Attack0.004180758
Insult0.008576883
Profanity0.009801413
Threat0.006485652
Severe Toxicity0.0007677078
Low Tox 0.014639461 Constructive 0.555
Jan 27, 2026 Inside Canada's Indian Invasion...
Professional advice to cross the border? Easier to just not visit the States. Other countries treat Canadians far better. Up yours, Trump.
Professional advice to cross the border? Easier to just not visit the States. Other countries treat Canadians far better. Up yours, Trump.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0009050994
Insult0.0032416207
Profanity0.000049248803
Threat0.000065566164
Severe Toxicity0.0000019561185
Low Tox 0.0070605753 Comparative_Framing
Dec 8, 2025
Over 150 Canadians have been "detained" by ICE and FOUR CANADIANS were MURDERED in ICE "custody". Who cares about crossing the border into the USA unless there is some MUST reason. Fight for Canada, or …
Over 150 Canadians have been "detained" by ICE and FOUR CANADIANS were MURDERED in ICE "custody". Who cares about crossing the border into the USA unless there is some MUST reason. Fight for Canada, or LEAVE!
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.0009199187
Insult0.00051474926
Profanity0.000047096648
Threat0.0008739009
Severe Toxicity0.0000054596094
Low Tox 0.0055660913
Dec 10, 2025
Canadians cross the border every day without incident. I am sure that any changes going forward, will make them well-prepared.
Canadians cross the border every day without incident. I am sure that any changes going forward, will make them well-prepared.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0016115292
Insult0.00043137398
Profanity0.000034192366
Threat0.000101398095
Severe Toxicity0.0000031271707
Low Tox 0.0022595462
Dec 9, 2025
Easy ,,,don’t cross the USA border ,,,they have nothing I need,,I will get it somewhere else,,,
Easy ,,,don’t cross the USA border ,,,they have nothing I need,,I will get it somewhere else,,,
· 47: Cluster #46
Close reading → Video sentiment →
Identity Attack0.00027426425
Insult0.0005977711
Profanity0.0000348772
Threat0.00007273577
Severe Toxicity0.0000023486198
Low Tox 0.0017084089
Dec 7, 2025
How about this.... dont cross the border... problem solved.
How about this.... dont cross the border... problem solved.
· 47: Cluster #46
Close reading → Discourse → Video sentiment →
Identity Attack0.00016894938
Insult0.000402114
Profanity0.00003638869
Threat0.000117555785
Severe Toxicity0.0000023557038
Low Tox 0.0016595782 Question
Dec 8, 2025 1 likes
They acting like we gonna go over and dig their gold or something. Nope not crossing the border til orange taco is gone and they right all that is wrong. Not supporting a country that …
They acting like we gonna go over and dig their gold or something. Nope not crossing the border til orange taco is gone and they right all that is wrong. Not supporting a country that threatens our sovereignty.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00023048629
Insult0.00040928938
Profanity0.00003618656
Threat0.000052656993
Severe Toxicity0.0000024099604
Low Tox 0.0014168452
Dec 9, 2025
More Carney Blarney, liberal shills. Crossed the border last week. Asked me two questions. Said have a great time.
More Carney Blarney, liberal shills. Crossed the border last week. Asked me two questions. Said have a great time.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00008700485
Insult0.00076280336
Profanity0.0000360775
Threat0.000028650556
Severe Toxicity0.0000017048169
Low Tox 0.0013568178 Personal_Narrative
Jan 19, 2026 1 likes
I live right by the border and I cross all the time, and i've never had a problem with the border patrol nothing's changed I even asked the border patrol about the thirty days, and …
I live right by the border and I cross all the time, and i've never had a problem with the border patrol nothing's changed I even asked the border patrol about the thirty days, and they told me to shut off the t v
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.000078428246
Insult0.00030842802
Profanity0.000032065822
Threat0.00007475557
Severe Toxicity0.0000023035361
Low Tox 0.0009950195
Dec 11, 2025
Mexican and Canadian visitors entering on a B2 visitor visa and staying longer than 30 days or traveling beyond 25 miles must apply for an I-94. Biometrics and photo is taken. It's been this way …
Mexican and Canadian visitors entering on a B2 visitor visa and staying longer than 30 days or traveling beyond 25 miles must apply for an I-94. Biometrics and photo is taken. It's been this way for many years. Really nothing really new here. Just enforcing the law that has been in place since 1996. Known as the 96 Act of the INA. I am a retired INS Inspector and spent 17 years on the San Diego/Tijuana land border crossing. I put my entry stamp on thousands of I-94's.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00074456655
Insult0.00022661212
Profanity0.00003744463
Threat0.00004035115
Severe Toxicity0.0000029890857
Low Tox 0.00093714095 Personal_Narrative
Dec 10, 2025 4 likes
It's getting more and more difficult to want to go on a nice trip. Between the long line ups to enter the countries, filling out paperwork, being treated like a criminal at the border it's …
It's getting more and more difficult to want to go on a nice trip. Between the long line ups to enter the countries, filling out paperwork, being treated like a criminal at the border it's not worth it. I can remember crossing a few years back before COVID my stomach would do flip flops waiting in the line and it should never be like that
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00007683819
Insult0.00023573764
Profanity0.000022703574
Threat0.000026121497
Severe Toxicity0.0000022189006
Low Tox 0.00061102543 Personal_Narrative
Dec 8, 2025
Cross the border all the time, always a pleasant experience.
Cross the border all the time, always a pleasant experience.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00011798185
Insult0.0001879142
Profanity0.000016655884
Threat0.000031090436
Severe Toxicity0.0000019806075
Low Tox 0.0005311278
Dec 14, 2025 1 likes
No we don't have to prepare. Just don't cross the border. PERIOD. 😅
No we don't have to prepare. Just don't cross the border. PERIOD. 😅
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0000918067
Insult0.00015245838
Profanity0.000026708009
Threat0.000041795953
Severe Toxicity0.0000025303443
Low Tox 0.00047391173 Humor_Satire
Dec 9, 2025
Soon we will be the 51st state and we won't need all this stuff. We can just cross the border and there will actually be no international border.
Soon we will be the 51st state and we won't need all this stuff. We can just cross the border and there will actually be no international border.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00006534975
Insult0.00015043037
Profanity0.000025214382
Threat0.000028329418
Severe Toxicity0.0000025006311
Low Tox 0.000407523 Unverified_Claim
Dec 9, 2025
I have the luxury of not having to go there. I feel for dual citizens and cross border relationships and workers. 💜
I have the luxury of not having to go there. I feel for dual citizens and cross border relationships and workers. 💜
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.000066821325
Insult0.00013486501
Profanity0.000020748079
Threat0.00002091942
Severe Toxicity0.0000026640155
Low Tox 0.00033796363 Solidarity
Dec 10, 2025
We had absolutely no problem crossing the border earlier this fall, very professional but polite, I think some Canadians have felt entitled in a very uncertain world. No problem, stay home but we have have …
We had absolutely no problem crossing the border earlier this fall, very professional but polite, I think some Canadians have felt entitled in a very uncertain world. No problem, stay home but we have have certainly been enjoying the warmth and sunshine in Arizona this winter
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00007182752
Insult0.00012571958
Profanity0.00001991213
Threat0.000021373244
Severe Toxicity0.0000028812753
Low Tox 0.0003070725
Dec 10, 2025

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.