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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
Active: Tox: 0.5 – 1 4,704 comments · Page 110 of 189
HEY Hindu, Punjabi and Muslim Immigrants, YOU SHOULD GO BACK TO WHERE YOU COME FROM. YOU DON'T HAVE MANNERS. DON'T MAKE CANADA AS AS ANOTHER COUNTRY. CANADA IS CANADA. I AM VERY SERIOUS
HEY Hindu, Punjabi and Muslim Immigrants, YOU SHOULD GO BACK TO WHERE YOU COME FROM. YOU DON'T HAVE MANNERS. DON'T MAKE CANADA AS AS ANOTHER COUNTRY. CANADA IS CANADA. I AM VERY SERIOUS
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.65625757
Insult0.4794537
Profanity0.114160895
Threat0.053330876
Severe Toxicity0.23224287
Moderate 0.62136006 Moderate Con 0.369 Identity Attack Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
Indians are the opposite of what it means to be Canadian. They are arrogant, demanding and inconsiderate of others. They are prejudiced and discriminate against others. They are not Canadian
Indians are the opposite of what it means to be Canadian. They are arrogant, demanding and inconsiderate of others. They are prejudiced and discriminate against others. They are not Canadian
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.6227552
Insult0.56997263
Profanity0.14490221
Threat0.010731863
Severe Toxicity0.16960317
Moderate 0.62136006 Moderate Con 0.423 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
That is ridiculous guess I'll spend my hard earned vacation money to other countries.
That is ridiculous guess I'll spend my hard earned vacation money to other countries.
· 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.0011428217
Insult0.5108696
Profanity0.0024140358
Threat0.00015521722
Severe Toxicity0.0000070143587
Moderate 0.62052333 Insult Economic_Argument
Dec 10, 2025
India is one of the most disgusting and vile country with a vile religion and culture. Simply not wanting that in Canada is not racist. It’s just logically sound. We just wanna live a normal …
India is one of the most disgusting and vile country with a vile religion and culture. Simply not wanting that in Canada is not racist. It’s just logically sound. We just wanna live a normal life like we used to in Canada.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.6106996
Insult0.56997263
Profanity0.16682947
Threat0.009204263
Severe Toxicity0.08332442
Moderate 0.61223894 Moderate Con 0.443 Identity Attack Insult Identity_Assertion
Feb 3, 2026 3 likes Inside Canada's Indian Invasion...
These people are knuckleheads how do they even have a job give me the rains I'll get rid of all the illegal immigrants wow
These people are knuckleheads how do they even have a job give me the rains I'll get rid of all the illegal immigrants wow
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5678696
Profanity0.29209393
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.61223894 Low Con 0.24 Identity Attack Insult Call_To_Action
Nov 21, 2025 Thousands of refugees allowed into …
lmao bigger cut back on international students instead of refugees... the stupidity and corruption of Canadian government? 1 increase spending, other bring in revenue. Gave away billions and take other burdens. Canada might be well …
lmao bigger cut back on international students instead of refugees... the stupidity and corruption of Canadian government? 1 increase spending, other bring in revenue. Gave away billions and take other burdens. Canada might be well off w/o a government
Canada’s new rules in 2026 · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.23391083
Insult0.64537907
Profanity0.22552395
Threat0.010110466
Severe Toxicity0.023076924
Moderate 0.61223894 Low Con 0.266 Insult
Jan 11, 2026 Canada’s new rules in 2026
These women are lying. They are not protecting Canadians, they are protecting immigrants. Disgusting. Keep up the good work Miss Rempel. Canadian hero.
These women are lying. They are not protecting Canadians, they are protecting immigrants. Disgusting. Keep up the good work Miss Rempel. Canadian hero.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.50588524
Insult0.6308392
Profanity0.09868695
Threat0.0091524795
Severe Toxicity0.023364257
Moderate 0.61223894 Moderate Con 0.314 Identity Attack Insult
Sep 29, 2025 2 likes IRCC Names India in Study …
garbage.
garbage.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.015053716
Insult0.6109131
Profanity0.2661772
Threat0.007948523
Severe Toxicity0.023076924
Moderate 0.61223894 Moderate Con 0.366 Insult
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Time to purify Canada from pest of street shitters
Time to purify Canada from pest of street shitters
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.5678696
Profanity0.5318404
Threat0.06238277
Severe Toxicity0.15706694
Moderate 0.61223894 Low Con 0.156 Insult Fear_Threat
Jan 20, 2026 1 likes 2.9 million Canadian temporary visas …
Nobody is dirty And this mentality that indians eat poop Is super racist coming from people who eat everything in an animals body I could have knocked the teeth out of his mouth for saying …
Nobody is dirty And this mentality that indians eat poop Is super racist coming from people who eat everything in an animals body I could have knocked the teeth out of his mouth for saying that
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5130944
Profanity0.42709363
Threat0.44942492
Severe Toxicity0.34950548
Moderate 0.61223894 Moderate Con 0.393 Insult Moral_Argument
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
Elbows up Canada, you voted for it now it’s time to suck it up
Elbows up Canada, you voted for it now it’s time to suck it up
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.17303948
Insult0.47384647
Profanity0.45448917
Threat0.056240413
Severe Toxicity0.16960317
Moderate 0.61223894 Low Con 0.202
Jun 19, 2025 13 likes How Canada broke its immigration …
Mf on the bike was funny af "Indians are disgusting but we got the upper class indians" "I'm as racist as the next guy"
Mf on the bike was funny af "Indians are disgusting but we got the upper class indians" "I'm as racist as the next guy"
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Video sentiment →
Identity Attack0.5913144
Insult0.54471385
Profanity0.39409557
Threat0.049774777
Severe Toxicity0.1762085
Moderate 0.61223894 Moderate Con 0.406 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bunch of typical Morans running government!!!
Bunch of typical Morans running government!!!
IRCC Names India in Study Permit Fraud | … · 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.06476828
Insult0.66500133
Profanity0.27274927
Threat0.008466354
Severe Toxicity0.023076924
Moderate 0.61223894 Low Con 0.13 Insult Policy_Critique
Sep 30, 2025 1 likes IRCC Names India in Study …
Interviewing racists (ignorant "low IQ" man on bike), will ALWAYS get you the clicks. And there will ALWAYS be racists.
Interviewing racists (ignorant "low IQ" man on bike), will ALWAYS get you the clicks. And there will ALWAYS be racists.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2949366
Insult0.65129566
Profanity0.13785136
Threat0.010602405
Severe Toxicity0.023076924
Moderate 0.61223894 Low Con 0.181 Insult Meta_Commentary
Feb 26, 2026 4 likes Inside Canada's Indian Invasion...
I bet it's musty as hell !!!! They need to go back to *India
I bet it's musty as hell !!!! They need to go back to *India
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.4339631
Profanity0.44752163
Threat0.079364374
Severe Toxicity0.21596274
Moderate 0.61223894 Moderate Con 0.343 Identity Attack Fear_Threat
Feb 8, 2026 Inside Canada's Indian Invasion...
INDIAN 🇮🇳 🕉 P💩💩ING OUTSIDE IN THE CANADA 🇨🇦 IT'S A PART OF INDIAN💩 🇮🇳 🕉 CULTURE 💩AND CANADA 🇨🇦 IS MULTICUTURAL 🤣🤣
INDIAN 🇮🇳 🕉 P💩💩ING OUTSIDE IN THE CANADA 🇨🇦 IT'S A PART OF INDIAN💩 🇮🇳 🕉 CULTURE 💩AND CANADA 🇨🇦 IS MULTICUTURAL 🤣🤣
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.57957685
Insult0.5130944
Profanity0.38343847
Threat0.03787563
Severe Toxicity0.45895407
Moderate 0.61223894 Low Con 0.237 Identity Attack Insult
Oct 17, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Never ever trust an Indian.
Never ever trust an Indian.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6853638
Insult0.35161978
Profanity0.20916378
Threat0.046218675
Severe Toxicity0.16960317
Moderate 0.61223894 Low Con 0.232 Identity Attack Identity_Assertion
Sep 29, 2025 IRCC Names India in Study …
Say Same thing with Europe 🇪🇺 Now, how disgusting and disgusting it is that when you have to show drugs and dick, you mention the country's flag, but when you have to show a bad …
Say Same thing with Europe 🇪🇺 Now, how disgusting and disgusting it is that when you have to show drugs and dick, you mention the country's flag, but when you have to show a bad image of Americans, you don't even mention the American flag. These are those Indians who are Canadian citizens and have been in Canada for more than 50 years, you will say the same thing for European White Christians who immigrate.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.54471385
Profanity0.44249827
Threat0.028206514
Severe Toxicity0.16960317
Moderate 0.61223894 Moderate Con 0.391 Identity Attack Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Plz use condoms Indian
Plz use condoms Indian
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5051593
Insult0.4555076
Profanity0.41194582
Threat0.13815513
Severe Toxicity0.35368225
Moderate 0.61223894 Low Con 0.283 Identity Attack Identity_Assertion
Feb 12, 2026 1 likes Inside Canada's Indian Invasion...
At least someone is talking about this issue. Our immigration department seems so stupid that they don't track any information yet, still bringing more and more people with fake/tailored profile.
At least someone is talking about this issue. Our immigration department seems so stupid that they don't track any information yet, still bringing more and more people with fake/tailored profile.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.19495805
Insult0.65129566
Profanity0.30690086
Threat0.008440462
Severe Toxicity0.020515325
Moderate 0.61223894 Constructive 0.514 Insult Unverified_Claim
Oct 1, 2025 2 likes IRCC Names India in Study …
Getting out of the car just to smell curry and garlic pisses me off! So sick of these sh!tsk!ns!!
Getting out of the car just to smell curry and garlic pisses me off! So sick of these sh!tsk!ns!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.06249457
Insult0.5130944
Profanity0.570067
Threat0.013165667
Severe Toxicity0.12809667
Moderate 0.61223894 Moderate Con 0.38 Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Guy with the bike calls himself and other white people 'trash,' yet feels qualified to rank African immigrants as less intelligent than people he accused of defecating on buses just weeks ago and eating feces. …
Guy with the bike calls himself and other white people 'trash,' yet feels qualified to rank African immigrants as less intelligent than people he accused of defecating on buses just weeks ago and eating feces. Make it make sense.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Video sentiment →
Identity Attack0.57150364
Insult0.5739874
Profanity0.36230123
Threat0.013113883
Severe Toxicity0.13863131
Moderate 0.61223894 Low Con 0.299 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Seems like African are a problem everywhere
Seems like African are a problem everywhere
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.69661283
Insult0.42167732
Profanity0.2263305
Threat0.012906751
Severe Toxicity0.16960317
Moderate 0.61223894 Low Con 0.167 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
8:32 polish man, bro you are standing naked, and giving interview and calling other people dirty... bro's claim "they don't work" your uber driver was working lol. and wtf with the line "they all look …
8:32 polish man, bro you are standing naked, and giving interview and calling other people dirty... bro's claim "they don't work" your uber driver was working lol. and wtf with the line "they all look alike" lol, that's racism you can get sued on this btw.
Inside Canada's Indian Metropolis (Brampton) · 210: Cluster #209
Close reading → Discourse → Video sentiment →
Identity Attack0.29188538
Insult0.4534306
Profanity0.41194582
Threat0.05268431
Severe Toxicity0.16960317
Moderate 0.61223894 Constructive 0.526 Moral_Argument
Feb 28, 2026 Inside Canada's Indian Metropolis (Brampton)
Pajeets kulpreets are all over Canada from small rural communities to big towns trudope liberals elbows up ass down
Pajeets kulpreets are all over Canada from small rural communities to big towns trudope liberals elbows up ass down
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.18313584
Insult0.5130944
Profanity0.4756165
Threat0.038220957
Severe Toxicity0.09385906
Moderate 0.61223894 Low Con 0.138 Insult Identity_Assertion
Sep 28, 2025 6 likes IRCC Names India in Study …
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.