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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 220 of 1230
I'd rather deal with the Indian people serving me coffee at Tim Hortons than the Caucasian-Canadian junkies and crackheads standing outside the Tim Hortons begging me for change.
I'd rather deal with the Indian people serving me coffee at Tim Hortons than the Caucasian-Canadian junkies and crackheads standing outside the Tim Hortons begging me for change.
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.4931391
Insult0.48313886
Profanity0.16031636
Threat0.014566151
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.477 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
The same racism indians are doing to whyte Canadians is the same racism whyte Canadians did to black Canadians, what goes around comes around 😂
The same racism indians are doing to whyte Canadians is the same racism whyte Canadians did to black Canadians, what goes around comes around 😂
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.31740165
Profanity0.062454045
Threat0.009722093
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.36 Identity Attack
Jun 18, 2025 1 likes How Canada broke its immigration …
Everything here is exaggerated, you just looking for views, I’m not Indian, Brampton is one of the best cities in Canada and none of these things you mentioned exists in Brampton. Stop the trash talks …
Everything here is exaggerated, you just looking for views, I’m not Indian, Brampton is one of the best cities in Canada and none of these things you mentioned exists in Brampton. Stop the trash talks already
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.16373143
Insult0.5130944
Profanity0.14754629
Threat0.0072235605
Severe Toxicity0.0127685545
Moderate 0.47119883 Moderate Con 0.466 Insult
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Yeah they choose to send back the ones who is honest never used the systems on government funds . Worked and own there own business for a better lives . And yet the send them …
Yeah they choose to send back the ones who is honest never used the systems on government funds . Worked and own there own business for a better lives . And yet the send them back . But keep the criminals. Is this fair ?? Lawyers only eat your damn money . This is who the stand back good people no criminal records . Lady come on you just heard yourself ? But the many people with no permanent did crimes and get to stay . Unfair .
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.026207991
Insult0.4196762
Profanity0.45190978
Threat0.011819307
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.398 Moral_Argument
Dec 24, 2025 Deportations From Canada at Their …
SOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOO, how many millions did it take to "figure" that shit out that India's "students" has been scamming CAnada since Turdeau stole the elections the first time????????????????????????????????????????????
SOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOO, how many millions did it take to "figure" that shit out that India's "students" has been scamming CAnada since Turdeau stole the elections the first time????????????????????????????????????????????
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.22935481
Insult0.40243408
Profanity0.41255033
Threat0.010705971
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.214
Oct 12, 2025 IRCC Names India in Study …
the natives dont like the indians either i had some drunk native guy come up to me at mcdonalds and say "we need a REAL indian in office not like THESE guys" then he proceeded …
the natives dont like the indians either i had some drunk native guy come up to me at mcdonalds and say "we need a REAL indian in office not like THESE guys" then he proceeded to point at all the indians in the store
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.3388922
Profanity0.2347036
Threat0.1284288
Severe Toxicity0.027833538
Moderate 0.46982017 Moderate Con 0.432 Identity Attack Personal_Narrative
Nov 2, 2025 Inside Canada's Indian Metropolis (Brampton)
These fake students are working in the trades and building housing and infrastructures. Before buying a house, look at the contractors that build the house and if they are Indians, stay away!
These fake students are working in the trades and building housing and infrastructures. Before buying a house, look at the contractors that build the house and if they are Indians, stay away!
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.4931391
Insult0.42567953
Profanity0.1184936
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.46982017 Moderate Con 0.357
Sep 30, 2025 IRCC Names India in Study …
They are like Rats, I feel sorry for you, They are in Great Britain
They are like Rats, I feel sorry for you, They are in Great Britain
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.48627716
Profanity0.22693542
Threat0.009385503
Severe Toxicity0.023076924
Moderate 0.46982017 Moderate Con 0.354 Fear_Threat
Sep 21, 2025 17 likes Inside Canada's Indian Metropolis (Brampton)
Quebec and Ontario killed Canada. Bravo libtards.
Quebec and Ontario killed Canada. Bravo libtards.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.37292135
Insult0.47384647
Profanity0.21456863
Threat0.2836219
Severe Toxicity0.02430326
Moderate 0.46982017 Low Con 0.152 Identity_Assertion
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
That African IQ thing is a lie. A African and a White in the same school, same teachers will perform the same.. If anything the African will be smarter.
That African IQ thing is a lie. A African and a White in the same school, same teachers will perform the same.. If anything the African will be smarter.
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.53446084
Insult0.36798462
Profanity0.14313951
Threat0.011042561
Severe Toxicity0.023505108
Moderate 0.46982017 Moderate Con 0.327 Identity Attack Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
GET OUT OF MY COUNTRY
GET OUT OF MY COUNTRY
2.9 million Canadian temporary visas expire in 2025-2026 · 13: Cluster #12
Close reading → Video sentiment →
Identity Attack0.38445538
Insult0.24561718
Profanity0.15938593
Threat0.04201601
Severe Toxicity0.02604016
Moderate 0.46982017 Low Con 0.235
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
An Indian pooped on the floor in my factory bathroom and there was no toilet paper around. TRUE STORY
An Indian pooped on the floor in my factory bathroom and there was no toilet paper around. TRUE STORY
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4931391
Insult0.36709076
Profanity0.29984993
Threat0.0287245
Severe Toxicity0.055630904
Moderate 0.46982017 Moderate Con 0.358 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
A drug addict says at 2:14 says a great country in the world 😂
A drug addict says at 2:14 says a great country in the world 😂
Inside Canada's Indian Metropolis (Brampton) · 48: Cluster #47
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.38406035
Profanity0.20483992
Threat0.029933142
Severe Toxicity0.023076924
Moderate 0.46982017 Low Con 0.177 Humor_Satire
Sep 27, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Brampton is an absolute dump. It's well known for a long distance in every direction that you do NOT go there, especially if you don't want to die in a car wreck.
Brampton is an absolute dump. It's well known for a long distance in every direction that you do NOT go there, especially if you don't want to die in a car wreck.
Inside Canada's Indian Invasion... · 152: Cluster #151
Close reading → Video sentiment →
Identity Attack0.027614836
Insult0.5130944
Profanity0.16869035
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.46982017 Moderate Con 0.422 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Another racist video. Shockers.
Another racist video. Shockers.
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.2854555
Insult0.38406035
Profanity0.10363861
Threat0.013424582
Severe Toxicity0.023076924
Moderate 0.46982017 Low Con 0.172 Meta_Commentary
Jan 28, 2026 5 likes Inside Canada's Indian Invasion...
DEPORT THEM ALL….. DEPORT…. DEPORT…. DEPORT…
DEPORT THEM ALL….. DEPORT…. DEPORT…. DEPORT…
Inside Canada's Indian Invasion... · 45: Cluster #44
Close reading → Discourse → Video sentiment →
Identity Attack0.3802808
Insult0.24928534
Profanity0.07643871
Threat0.34804323
Severe Toxicity0.041283876
Moderate 0.46982017 Low Con 0.152 Call_To_Action
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
You said how this happened. The government of Canada is disgusting what you're doing to us.
You said how this happened. The government of Canada is disgusting what you're doing to us.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.2795294
Insult0.5130944
Profanity0.07449899
Threat0.0074824756
Severe Toxicity0.0126394415
Moderate 0.46982017 Moderate Con 0.485 Insult
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Most of Indians are loud. They don’t know how to behave nicely with others. There are lots of fraud in H1 B visa in US. Guess what who get majority of the H1B visas in …
Most of Indians are loud. They don’t know how to behave nicely with others. There are lots of fraud in H1 B visa in US. Guess what who get majority of the H1B visas in US. Indians. Time to become serious.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.42567953
Profanity0.096482486
Threat0.012130005
Severe Toxicity0.023411209
Moderate 0.46982017 Moderate Con 0.348 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
No surprise India is the top country for frauds. And stop mass immigration from India. It's a disaster
No surprise India is the top country for frauds. And stop mass immigration from India. It's a disaster
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.40243408
Profanity0.13608865
Threat0.019746035
Severe Toxicity0.024678862
Moderate 0.46982017 Low Con 0.175 Identity Attack Unverified_Claim
Sep 29, 2025 1 likes IRCC Names India in Study …
SUBHUMANS!!!!!
SUBHUMANS!!!!!
Inside Canada's Indian Invasion... · 167: Cluster #166
Close reading → Discourse → Video sentiment →
Identity Attack0.17847598
Insult0.4794537
Profanity0.22713706
Threat0.014048163
Severe Toxicity0.023692908
Moderate 0.46982017 Low Con 0.137 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Better Indian than having radical islamist who spread terror
Better Indian than having radical islamist who spread terror
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.36537176
Profanity0.1589207
Threat0.07093142
Severe Toxicity0.02383376
Moderate 0.46982017 Low Con 0.223 Identity Attack Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Finally you're reporting on this pandemic. Its awful. I live in a small town in b.c and its disgusting. They dont assimilate. They're criminals. Look what's happening in surrey.
Finally you're reporting on this pandemic. Its awful. I live in a small town in b.c and its disgusting. They dont assimilate. They're criminals. Look what's happening in surrey.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.1444726
Insult0.5130944
Profanity0.08096472
Threat0.012440704
Severe Toxicity0.016512826
Moderate 0.46982017 Constructive 0.602 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The Indian population has surpass the Chinese. Means they are more than the rest of population in the world. Not including China. We’re screwed 😝.if there’s a war one on one with Canada 🇨🇦😝.
The Indian population has surpass the Chinese. Means they are more than the rest of population in the world. Not including China. We’re screwed 😝.if there’s a war one on one with Canada 🇨🇦😝.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.39773783
Insult0.4339631
Profanity0.38483799
Threat0.10236332
Severe Toxicity0.023880709
Moderate 0.46982017 Low Con 0.256 Fear_Threat
Feb 22, 2026 Inside Canada's Indian Invasion...
our parents escaped these, 2day our turn to imitate them and go to find our promised land or call that one our and then, oppose to these manerless parasits or let our brothers and sisters …
our parents escaped these, 2day our turn to imitate them and go to find our promised land or call that one our and then, oppose to these manerless parasits or let our brothers and sisters enjoy their eldorado, poor of them indian lands colons descendants blocking us, today we dont feel 2b home, Karmik 😂
Why Canadians Are Turning Against Immigrants. · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.48627716
Profanity0.2761231
Threat0.11002964
Severe Toxicity0.12546301
Moderate 0.46982017 Moderate Con 0.304 Personal_Narrative
Sep 14, 2025 1 likes Why Canadians Are Turning Against …
India? No! Punjab, Yes! By the way the Punjabis are one of the most racist community in South Asia...just ask the Pashtuns, South Indians, and other Indians from different states.
India? No! Punjab, Yes! By the way the Punjabis are one of the most racist community in South Asia...just ask the Pashtuns, South Indians, and other Indians from different states.
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.39743927
Profanity0.13168186
Threat0.018710058
Severe Toxicity0.0394905
Moderate 0.46982017 Constructive 0.527 Identity Attack Identity_Assertion
Jan 28, 2026 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.