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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 238 of 1230
INDIA AND PAKISTAN ARE BOTH ABUSING THE SYSTEM AND SCREAMING INTO CANADA. And with the new CORRUPT CRIMINAL GOVERNMENT allowing them to bring in their OLD FAMILY MEMBERS IN TOTAL, we in Canada will be …
INDIA AND PAKISTAN ARE BOTH ABUSING THE SYSTEM AND SCREAMING INTO CANADA. And with the new CORRUPT CRIMINAL GOVERNMENT allowing them to bring in their OLD FAMILY MEMBERS IN TOTAL, we in Canada will be out populated in a few years. BY LITERAL CRIMINALS. So WHY are these officials not being held to the law and SHOWING THAT THEY ARE ALREADY GUILTY OF TREASON!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.41222036
Insult0.46476576
Profanity0.050680235
Threat0.015602129
Severe Toxicity0.023076924
Moderate 0.45090583 Moderate Con 0.388 Unverified_Claim
Sep 30, 2025 3 likes IRCC Names India in Study …
India is not full of Trash Punjabis . We have 29 states of which Punjab is a small one
India is not full of Trash Punjabis . We have 29 states of which Punjab is a small one
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.4378843
Profanity0.2813443
Threat0.010395273
Severe Toxicity0.024960563
Moderate 0.45090583 Low Con 0.276 Comparative_Framing
Feb 6, 2026 Inside Canada's Indian Invasion...
As a Canadian, I think this immigration is what made me "racist".
As a Canadian, I think this immigration is what made me "racist".
Inside Canada's Indian Invasion... · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.50515765
Insult0.33998606
Profanity0.10425757
Threat0.010731863
Severe Toxicity0.023076924
Moderate 0.45090583 Moderate Con 0.451 Identity Attack Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Same as the US government, a bunch of people who answer zero questions. I'm so tired of these anti-Canadians. "we don't have the data, but we collect a lot of data" "we don't know where …
Same as the US government, a bunch of people who answer zero questions. I'm so tired of these anti-Canadians. "we don't have the data, but we collect a lot of data" "we don't know where they are but we do". These women are a disgrace not only to Canadians, but to women, and they should not be allowed to hold any office of this importance.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.47787863
Profanity0.047173142
Threat0.013269233
Severe Toxicity0.019482423
Moderate 0.45090583 Moderate Con 0.432
Oct 2, 2025 IRCC Names India in Study …
If my surrounding mostly speak like an Indian scammer, I'd pack my stuff and leave.
If my surrounding mostly speak like an Indian scammer, I'd pack my stuff and leave.
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.4830652
Insult0.4302003
Profanity0.23857519
Threat0.012285355
Severe Toxicity0.023076924
Moderate 0.45090583 Moderate Con 0.362 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Nuking india is not racist. It is survival.
Nuking india is not racist. It is survival.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4887047
Insult0.24287975
Profanity0.22213541
Threat0.49142194
Severe Toxicity0.16960317
Moderate 0.45090583 Low Con 0.173 Fear_Threat
Feb 3, 2026 6 likes Inside Canada's Indian Invasion...
BRO! Did you end with a cliff hanger???
BRO! Did you end with a cliff hanger???
Inside Canada's Indian Invasion... · 309: Cluster #308
Close reading → Discourse → Video sentiment →
Identity Attack0.016862517
Insult0.191015
Profanity0.10920923
Threat0.5195707
Severe Toxicity0.024678862
Moderate 0.45090583 Low Con 0.298 Threat Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Absolutely disgusting
Absolutely disgusting
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.019475231
Insult0.4339631
Profanity0.21997347
Threat0.008789998
Severe Toxicity0.015802706
Moderate 0.45090583 Moderate Con 0.365 Moral_Argument
Sep 30, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
DEPORT THEM ALL
DEPORT THEM ALL
Inside Canada's Indian Invasion... · 123: Cluster #122
Close reading → Discourse → Video sentiment →
Identity Attack0.39334553
Insult0.1823172
Profanity0.108590275
Threat0.34804323
Severe Toxicity0.02444411
Moderate 0.45090583 Low Con 0.195 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
5:34 this dudes IQ is below 70 😂
5:34 this dudes IQ is below 70 😂
Inside Canada's Indian Invasion... · 121: Cluster #120
Close reading → Discourse → Video sentiment →
Identity Attack0.09328204
Insult0.42167732
Profanity0.174273
Threat0.01187109
Severe Toxicity0.022064678
Moderate 0.45090583 Low Con 0.174 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
White people: "Stop being a victim". Also White People: Crying everyday about indians
White people: "Stop being a victim". Also White People: Crying everyday about indians
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.25800487
Profanity0.15985115
Threat0.015256803
Severe Toxicity0.023076924
Moderate 0.45090583 Low Con 0.189 Identity Attack Humor_Satire
Sep 19, 2025 12 likes Inside Canada's Indian Metropolis (Brampton)
Old European immigrants hate the Indian immigrants, old Indian immigrants hate the new Indian immigrants--seems like the common denominator is that everyone hates change. Which is their right, but it just feels ridiculous looking in …
Old European immigrants hate the Indian immigrants, old Indian immigrants hate the new Indian immigrants--seems like the common denominator is that everyone hates change. Which is their right, but it just feels ridiculous looking in from the outside.
Inside Canada's Indian Metropolis (Brampton) · 260: Cluster #259
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.4378843
Profanity0.15724123
Threat0.009696201
Severe Toxicity0.016900165
Moderate 0.45090583 Moderate Con 0.455
Oct 13, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Why so many Indian Asylum seekers? There is NO WAR in INDIA. Fake refugees, Fake documents, Fake marriages
Why so many Indian Asylum seekers? There is NO WAR in INDIA. Fake refugees, Fake documents, Fake marriages
2.9 million Canadian temporary visas expire in 2025-2026 · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.4774257
Insult0.35161978
Profanity0.110447146
Threat0.028897164
Severe Toxicity0.024631912
Moderate 0.45090583 Low Con 0.215 Unverified_Claim
Jan 25, 2026 1 likes 2.9 million Canadian temporary visas …
All i wanna say is that khalistan is a propaganda. These sikhs killed our prime minister and then cried when people killed them back.
All i wanna say is that khalistan is a propaganda. These sikhs killed our prime minister and then cried when people killed them back.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4830652
Insult0.30326313
Profanity0.20592089
Threat0.41878307
Severe Toxicity0.026936848
Moderate 0.45090583 Moderate Con 0.304 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Soooooo broken!!!!!!!! Its Dump Dump Dump!!!!!!!!!!! Lena biggest Dump!!!!!!!!!
Soooooo broken!!!!!!!! Its Dump Dump Dump!!!!!!!!!!! Lena biggest Dump!!!!!!!!!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.013948337
Insult0.4339631
Profanity0.20592089
Threat0.0089712385
Severe Toxicity0.023076924
Moderate 0.44933176 Low Con 0.158 Meta_Commentary
Mar 1, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
There are a lot of you Indians in Canada , go back to your village in India.
There are a lot of you Indians in Canada , go back to your village in India.
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.32682732
Profanity0.06345607
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.44933176 Low Con 0.235 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada went from bringing in skilled, educated people, to bringing in swindlers, thieves and freeloaders. Canada is lost.
Canada went from bringing in skilled, educated people, to bringing in swindlers, thieves and freeloaders. Canada is lost.
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.35299334
Insult0.48627716
Profanity0.038655918
Threat0.010162249
Severe Toxicity0.017481172
Moderate 0.44933176 Moderate Con 0.305
Jun 19, 2025 2 likes How Canada broke its immigration …
Racist
Racist
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Video sentiment →
Identity Attack0.35624164
Insult0.40243408
Profanity0.21564959
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.44933176 Moderate Con 0.433
Jan 29, 2026 Inside Canada's Indian Invasion...
Racist
Racist
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Video sentiment →
Identity Attack0.35624164
Insult0.40243408
Profanity0.21456863
Threat0.012440704
Severe Toxicity0.023076924
Moderate 0.44933176 Moderate Con 0.441
Feb 25, 2026 Inside Canada's Indian Invasion...
Thats wats happens wen you inviting population of 2billions cheap labour no dygnity scammers fake students frauduleux big mess everywher INVASION
Thats wats happens wen you inviting population of 2billions cheap labour no dygnity scammers fake students frauduleux big mess everywher INVASION
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.31307843
Insult0.48228607
Profanity0.12158839
Threat0.014220826
Severe Toxicity0.03680043
Moderate 0.44933176 Low Con 0.242
Oct 18, 2025 Why Canadians Are Turning Against …
About time you had a food school program that was permanent the hells wrong with you - willy 0
About time you had a food school program that was permanent the hells wrong with you - willy 0
Canada’s new rules in 2026 · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.019575719
Insult0.37166002
Profanity0.36452284
Threat0.010938995
Severe Toxicity0.023076924
Moderate 0.44933176 Low Con 0.204 Call_To_Action
Jan 11, 2026 2 likes Canada’s new rules in 2026
The Liberals used their Mass immigration policy to destroy Canada. People were allowed in without even checking whether they murderers, criminals , etc. what happened to multiculturalism.? One Indian gets into a job and every …
The Liberals used their Mass immigration policy to destroy Canada. People were allowed in without even checking whether they murderers, criminals , etc. what happened to multiculturalism.? One Indian gets into a job and every other race is shut out. Let’s vote conservative to reverse this nonsense.
Why Canadians Are Turning Against Immigrants. · 105: Cluster #104
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.4555076
Profanity0.058946952
Threat0.024753258
Severe Toxicity0.01754573
Moderate 0.44933176 Constructive 0.503
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
You can smell the video. I have the misfortune of working with one of them and she seems to think that showering/bathing is optional. The B.O. is insane, disgusting and unfair for me to have …
You can smell the video. I have the misfortune of working with one of them and she seems to think that showering/bathing is optional. The B.O. is insane, disgusting and unfair for me to have to smell that day in and day out.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.027011903
Insult0.47357693
Profanity0.18417911
Threat0.008181547
Severe Toxicity0.01644827
Moderate 0.44933176 Constructive 0.576
Sep 24, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
5:00 Does this bozo not know that there are hundreds of millions of Muslim Indians?
5:00 Does this bozo not know that there are hundreds of millions of Muslim Indians?
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.40243408
Profanity0.26638454
Threat0.020954676
Severe Toxicity0.023076924
Moderate 0.44933176 Low Con 0.184 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Il n'y a pas de Canada de souches les européennes occidentale sont aussi les immigrés ils ont voler le pays des autres.
Il n'y a pas de Canada de souches les européennes occidentale sont aussi les immigrés ils ont voler le pays des autres.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.489133
Profanity0.07385241
Threat0.008582866
Severe Toxicity0.16960317
Moderate 0.44933176 Moderate Con 0.308 Identity_Assertion
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
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.