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Canadian Immigration Dashboard [ CID ]
Civility Analysis

Discourse Quality

Toxicity and constructive discourse scores from Google's Perspective API (via Communalytic).

Comments Scored
55,769
Embeddings
55,418
Avg Toxicity
0.2446
Avg Constructive
0.4192
Highly Toxic (>0.5)
7,830
14.0% of scored

Toxicity Breakdown by Video (Top 10)

Average toxicity scores across comments on each video — bars show how commenters' language scores on each toxicity dimension.

Constructive vs Toxic

Each point is a comment. X-axis = toxicity, Y-axis = average constructive score (affinity, compassion, curiosity, nuance, personal story, reasoning, respect).

27,099
Constructive & Civil
2,759
Passionate but Toxic
19,440
Neutral / Low Signal
4,931
Purely Toxic

Based on 54,229 comments with both toxicity and constructive scores.

Toxicity & Constructiveness Over Time

Monthly average toxicity vs constructive scores — track how discourse quality shifts around key events.

Discourse Quality Score by Video (Top 10)

Composite score = avg constructive - avg toxicity, computed from comment-level Perspective API scores. Green bars = net constructive discourse; red bars = net toxic discourse.

Discourse Quality Score by Channel (Top 10)

Same composite score aggregated by channel — based on comment toxicity/constructiveness scores, not the channel's own content. Which channels' comment sections foster constructive vs toxic discussion?

{# 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
30,738 comments · Page 199 of 1230
Carney is a criminal.
Carney is a criminal.
New rules, regulations take effect across Canada · 17: Cluster #16
Close reading → Video sentiment →
Identity Attack0.038167715
Insult0.5678696
Profanity0.14313951
Threat0.011741633
Severe Toxicity0.015609037
Moderate 0.48021027 Low Con 0.146 Insult
Jan 5, 2026 2 likes New rules, regulations take effect …
OMG wtf is going on there. This is Canada not F india. i have no problem with people coming to Canada but you need to be part of Canada no reshape it in the F …
OMG wtf is going on there. This is Canada not F india. i have no problem with people coming to Canada but you need to be part of Canada no reshape it in the F india.
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.33675182
Insult0.3388922
Profanity0.46460027
Threat0.0104988385
Severe Toxicity0.028730227
Moderate 0.48021027 Moderate Con 0.402 Identity_Assertion
Dec 16, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Canadians ICE - Trump is doing the same in America, but he's a monster. Take it from a legal immigrant of 50 years. Illegals in Canada will destroy our social fabric.
Canadians ICE - Trump is doing the same in America, but he's a monster. Take it from a legal immigrant of 50 years. Illegals in Canada will destroy our social fabric.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.5130944
Profanity0.09292633
Threat0.036149003
Severe Toxicity0.023076924
Moderate 0.48021027 Constructive 0.533 Insult Fear_Threat
Feb 20, 2026 Canadian immigration officers investigating hundreds …
Absolutely disgusting These people have destroyed Canada
Absolutely disgusting These people have destroyed Canada
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.1064171
Insult0.50440645
Profanity0.09486605
Threat0.03304107
Severe Toxicity0.019224197
Moderate 0.48021027 Low Con 0.277 Insult
Oct 18, 2025 40 likes Inside Canada's Indian Metropolis (Brampton)
I still don't see the problem. No one's persecuting locals or trying to impose Shariah law Islamism? Sans the assholes, generally they're productive, tax paying citizens, who do things differently. Regardless, they add billions of …
I still don't see the problem. No one's persecuting locals or trying to impose Shariah law Islamism? Sans the assholes, generally they're productive, tax paying citizens, who do things differently. Regardless, they add billions of dollars to the economy. If they were all "not working" like that bald guy said, the city wouldn't be as productive or be as rich or as sprawling. Is it too much immigration all at the same time, yeah but locals would have problem with non-white people even if there was litte immigration. Stop the immigration numbers and disgruntled whites would still have an issue with Brampton despite majority white cities the same size as Brampton not being as productive, rapidly facing demographic and economic decline. Majority of the accusations the white people made, were not even proven in the video. I mean ok I guess.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.48627716
Profanity0.40878695
Threat0.033386398
Severe Toxicity0.044870634
Moderate 0.48021027 Constructive 0.743 Moral_Argument
Sep 22, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I use to live in a beautiful little neighborhood. Then the Somolians moved here . I swear they let the worst criminals immigrate here . They are thieves they fight and then run and hide …
I use to live in a beautiful little neighborhood. Then the Somolians moved here . I swear they let the worst criminals immigrate here . They are thieves they fight and then run and hide from the police in the Mosque. The Immam refused to let the police in to arrest them . Then we were hit by a load of Roma Gypsy's. They are absolute animals . No home was safe from they're breaking in . They break into cars , trucks and steal whatever isn't nailed down . Now tell me why I should be nice to these people and not be racist ?????😮😮😮😮😮😮😮
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55011386
Insult0.47384647
Profanity0.30161268
Threat0.16383497
Severe Toxicity0.16960317
Moderate 0.48021027 Constructive 0.521 Identity Attack Unverified_Claim
Aug 31, 2025 1 likes Why Canadians Are Turning Against …
Indian fraud students should be removed immediately from Canada. All Indian own businesses should be investigated for illegally working Indian students.
Indian fraud students should be removed immediately from Canada. All Indian own businesses should be investigated for illegally working Indian students.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.5689151
Insult0.3682569
Profanity0.0838743
Threat0.13815513
Severe Toxicity0.02444411
Moderate 0.48021027 Low Con 0.172 Identity Attack
Sep 29, 2025 IRCC Names India in Study …
You know it's bad when your Indian friends who were born here or came here over 10 years ago tell you that the new Indian immigrants are horrible.
You know it's bad when your Indian friends who were born here or came here over 10 years ago tell you that the new Indian immigrants are horrible.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.4302003
Profanity0.25275812
Threat0.011249693
Severe Toxicity0.023076924
Moderate 0.48021027 Moderate Con 0.491 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indo canadian restaurant franchise owners bring in illegals , register their own family members as workers then force the illegals to work for free for long hours while the owners keep their earnings while telling …
Indo canadian restaurant franchise owners bring in illegals , register their own family members as workers then force the illegals to work for free for long hours while the owners keep their earnings while telling them i pay for your lodging your food your clothes for work and your job so you get nothing untill you pay me what i say you owe me. Really disgusting people why are they allowed in this country or to be political leaders or legislators!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.38200524
Insult0.5130944
Profanity0.07449899
Threat0.009644418
Severe Toxicity0.021419114
Moderate 0.48021027 Constructive 0.512 Insult Unverified_Claim
Oct 2, 2025 2 likes IRCC Names India in Study …
14:41 wtf is that bro 😂😂😂 the little tuktuk on the highway 😂
14:41 wtf is that bro 😂😂😂 the little tuktuk on the highway 😂
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.019475231
Insult0.16875735
Profanity0.46460027
Threat0.021990653
Severe Toxicity0.041283876
Moderate 0.48021027 Moderate Con 0.316 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Sikhs will go back to Panjab Once Sikh country land 100% is free which was same land in 1848 drom mughals and Indian hindu is free world have all papers, same area not from Pakistan …
Sikhs will go back to Panjab Once Sikh country land 100% is free which was same land in 1848 drom mughals and Indian hindu is free world have all papers, same area not from Pakistan but only from indian terrorists activities as run Sikh genocides of 125 yrs as Punishment to rss terrorists
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5130944
Profanity0.29168049
Threat0.44185185
Severe Toxicity0.45895407
Moderate 0.47900817 Moderate Con 0.362 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
WE NEED TO DO SOMETHING ABOUT THE HINDU VIRUS!!!
WE NEED TO DO SOMETHING ABOUT THE HINDU VIRUS!!!
Canadian immigration officers investigating hundreds identified by extortion … · 147: Cluster #146
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.2659317
Profanity0.20016506
Threat0.24090876
Severe Toxicity0.16960317
Moderate 0.47900817 Low Con 0.167 Identity Attack Unverified_Claim
Feb 18, 2026 17 likes Canadian immigration officers investigating hundreds …
Whites are too kind and naive for their own good. They cant grasp these other races hate you.
Whites are too kind and naive for their own good. They cant grasp these other races hate you.
Inside Canada's Indian Invasion... · 129: Cluster #128
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.37846634
Profanity0.20700185
Threat0.012130005
Severe Toxicity0.023199933
Moderate 0.47900817 Low Con 0.287 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
If you want to do business with dishonest, lying and corrupt people always looking for an angle, choose India and/or Pakistan. We control the process and can do way better than these countries.
If you want to do business with dishonest, lying and corrupt people always looking for an angle, choose India and/or Pakistan. We control the process and can do way better than these countries.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.43256098
Insult0.5130944
Profanity0.07482228
Threat0.010809537
Severe Toxicity0.021031776
Moderate 0.47900817 Low Con 0.199 Insult Comparative_Framing
Nov 4, 2025 IRCC Names India in Study …
CBC LYING NEWS ARE AS DISCUSTING AS THE DICTATOR WHO PAYS THEM TO LIE
CBC LYING NEWS ARE AS DISCUSTING AS THE DICTATOR WHO PAYS THEM TO LIE
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.03636306
Insult0.5130944
Profanity0.08840031
Threat0.009281937
Severe Toxicity0.01483436
Moderate 0.47900817 Low Con 0.105 Insult Policy_Critique
Jan 19, 2026 How much do refugees and …
We all know it's india. We can goddamn see their number grew 10x overnight
We all know it's india. We can goddamn see their number grew 10x overnight
IRCC Names India in Study Permit Fraud | … · 109: Cluster #108
Close reading → Discourse → Video sentiment →
Identity Attack0.37507164
Insult0.24928534
Profanity0.5188411
Threat0.012958534
Severe Toxicity0.034110364
Moderate 0.47900817 Low Con 0.131 Unverified_Claim
Oct 1, 2025 1 likes IRCC Names India in Study …
Ugly culture hard to understand .. they could never civilized themselves anywhere they are same
Ugly culture hard to understand .. they could never civilized themselves anywhere they are same
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.44126466
Profanity0.24631839
Threat0.015947454
Severe Toxicity0.059217658
Moderate 0.47900817 Low Con 0.152 Identity Attack
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Oh my god why is my government allowing this wtf how does it help us
Oh my god why is my government allowing this wtf how does it help us
Inside Canada's Indian Metropolis (Brampton) · 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.028886627
Insult0.20201176
Profanity0.5150164
Threat0.010472948
Severe Toxicity0.023223408
Moderate 0.47900817 Moderate Con 0.33 Policy_Critique
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Omg and you think they're being honest. What in the world has happened to this country? No wonder it's becoming so awful here in the last five years. We're a laughing stock. This is just …
Omg and you think they're being honest. What in the world has happened to this country? No wonder it's becoming so awful here in the last five years. We're a laughing stock. This is just disgusting.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.11396073
Insult0.5129801
Profanity0.17803068
Threat0.008168601
Severe Toxicity0.016319158
Moderate 0.47900817 Moderate Con 0.427 Insult
Nov 28, 2025 1 likes Thousands of refugees allowed into …
Weird how no one is talking about gentrification in this small white farm town i guess its okay when BROWN PEOPLE DISPLACE WHITE PEOPLE BUT GOD FORBID THE OTHER WAY AROUND THEN ITS EVIL!!!!
Weird how no one is talking about gentrification in this small white farm town i guess its okay when BROWN PEOPLE DISPLACE WHITE PEOPLE BUT GOD FORBID THE OTHER WAY AROUND THEN ITS EVIL!!!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.26957804
Profanity0.20916378
Threat0.06626215
Severe Toxicity0.035007052
Moderate 0.47900817 Low Con 0.276 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
But better then muslim who give more threat to your society
But better then muslim who give more threat to your society
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.5548181
Insult0.28586254
Profanity0.1854088
Threat0.22120713
Severe Toxicity0.06101104
Moderate 0.47900817 Low Con 0.268 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If this smuggling was not a staged fake it's so fkn unbeliveable
If this smuggling was not a staged fake it's so fkn unbeliveable
Inside Canada's Indian Invasion... · 40: Cluster #39
Close reading → Discourse → Video sentiment →
Identity Attack0.030691283
Insult0.25602314
Profanity0.49259362
Threat0.011068452
Severe Toxicity0.0394905
Moderate 0.47900817 Low Con 0.228 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Liberals can fxxk up a free lunch.
Liberals can fxxk up a free lunch.
How Canada broke its immigration system · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.14019285
Insult0.34782293
Profanity0.5150164
Threat0.010550622
Severe Toxicity0.024631912
Moderate 0.47900817 Low Con 0.154 Humor_Satire
Jun 20, 2025 How Canada broke its immigration …
This is legitimately an invasion and if you don’t think so, then you are either a liar or being completely intellectually dishonest with yourself
This is legitimately an invasion and if you don’t think so, then you are either a liar or being completely intellectually dishonest with yourself
Inside Canada's Indian Invasion... · 67: Cluster #66
Close reading → Discourse → Video sentiment →
Identity Attack0.020078164
Insult0.54471385
Profanity0.1631077
Threat0.0082074385
Severe Toxicity0.013607788
Moderate 0.47900817 Low Con 0.137 Insult Fear_Threat
Jan 27, 2026 7 likes Inside Canada's Indian Invasion...
We all remembered you MF JUSTIN TRUDEAU THE WORST PREMIER EVER IN CANADA HISTORY 😮😮😮😮F.....U JUSTIN TRUDEAU.
We all remembered you MF JUSTIN TRUDEAU THE WORST PREMIER EVER IN CANADA HISTORY 😮😮😮😮F.....U JUSTIN TRUDEAU.
Why Canadians Are Turning Against Immigrants. · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.04564415
Insult0.5130944
Profanity0.2847897
Threat0.009359611
Severe Toxicity0.023152983
Moderate 0.47900817 Low Con 0.195 Insult
Oct 6, 2025 1 likes Why Canadians Are Turning Against …
Data source: comment_perspective_scores (Google Perspective API via Communalytic) · Scores are probability values (0-1) indicating how likely a reader would perceive the interaction as toxic or constructive.