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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 217 of 1230
Immigrants shouldn’t get anything... period!
Immigrants shouldn’t get anything... period!
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.26957804
Profanity0.08904689
Threat0.05042134
Severe Toxicity0.023974609
Moderate 0.47119883 Low Con 0.187 Identity Attack
Jul 13, 2019 How much do refugees and …
Get them out of Canada already like Jesus Christ it’s disgusting these woman should not be in power they are pushovers and people pleasers get someone in there who wants a better future for Canada
Get them out of Canada already like Jesus Christ it’s disgusting these woman should not be in power they are pushovers and people pleasers get someone in there who wants a better future for Canada
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.37953663
Insult0.49389273
Profanity0.11601777
Threat0.013372798
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.342
Oct 1, 2025 IRCC Names India in Study …
as an immigrant . I respect canadian laws and their cultures! But i want these people be deported! They dont deserve Canada! There a lot of muslim countries why dont go there instead
as an immigrant . I respect canadian laws and their cultures! But i want these people be deported! They dont deserve Canada! There a lot of muslim countries why dont go there instead
Why Canadians Are Turning Against Immigrants. · 20: Cluster #19
Close reading → Video sentiment →
Identity Attack0.5612457
Insult0.27969417
Profanity0.08128801
Threat0.03649433
Severe Toxicity0.023317307
Moderate 0.47119883 Constructive 0.52 Identity Attack
Aug 28, 2025 Why Canadians Are Turning Against …
They are hell bent at destroying this country….the citizens voted for this corrupt system
They are hell bent at destroying this country….the citizens voted for this corrupt system
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.09080041
Insult0.40243408
Profanity0.33376193
Threat0.054624002
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.169
Nov 25, 2025 2 likes Thousands of refugees allowed into …
I agree with the bike guy better indians then africans.
I agree with the bike guy better indians then africans.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.3126888
Profanity0.17473823
Threat0.014566151
Severe Toxicity0.02425631
Moderate 0.47119883 Moderate Con 0.412 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
6:00 DRIVING IS BAD EVERY WHERE COME TO ORLANDO THE i4 HIGHWAY IS KNOW FOR BAD DRIVERS ITS NOT ABOUT RACE. ITS SAD YOU MAKING THIS RACE RAGE BAIT YOU ARE PART OF THE PROBLEM …
6:00 DRIVING IS BAD EVERY WHERE COME TO ORLANDO THE i4 HIGHWAY IS KNOW FOR BAD DRIVERS ITS NOT ABOUT RACE. ITS SAD YOU MAKING THIS RACE RAGE BAIT YOU ARE PART OF THE PROBLEM SMH. YOU ARE THE REASON WHY THEIRS RACE TENSION.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.2764353
Insult0.36798462
Profanity0.13697
Threat0.020436687
Severe Toxicity0.023270357
Moderate 0.47119883 Moderate Con 0.304
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm from Toronto...thanks for this, man. This is completely accurate. My friend was hom*cided by a Nigerian....but that white dude is hilarious! I can't believe you went to Brampton..!!!!
I'm from Toronto...thanks for this, man. This is completely accurate. My friend was hom*cided by a Nigerian....but that white dude is hilarious! I can't believe you went to Brampton..!!!!
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.40243408
Profanity0.39409557
Threat0.0824309
Severe Toxicity0.13073033
Moderate 0.47119883 Constructive 0.706 Identity Attack Unverified_Claim
Feb 22, 2026 Inside Canada's Indian Invasion...
AFTER SUCCESSFULLY 🇮🇳 🕉 P💩💩PING OUTSIDE IN CANADA 🇨🇦 IT'S PART OF INDIAN CULTURE AND CANADA 🇨🇦 IS MULTICUTURAL 🇮🇳 🕉 NOW INDIAN 🇮🇳 🕉 ARE P💩💩PING OUTSIDE IN AUSTRALIA 🇦🇺 IS AUSTRALIA 🇦🇺 MULTICUTURAL???😂😂😂
AFTER SUCCESSFULLY 🇮🇳 🕉 P💩💩PING OUTSIDE IN CANADA 🇨🇦 IT'S PART OF INDIAN CULTURE AND CANADA 🇨🇦 IS MULTICUTURAL 🇮🇳 🕉 NOW INDIAN 🇮🇳 🕉 ARE P💩💩PING OUTSIDE IN AUSTRALIA 🇦🇺 IS AUSTRALIA 🇦🇺 MULTICUTURAL???😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.36798462
Profanity0.32658687
Threat0.04201601
Severe Toxicity0.23225145
Moderate 0.47119883 Low Con 0.255 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
i live in Toronto close to Brampton... this video is soooo fake
i live in Toronto close to Brampton... this video is soooo fake
Inside Canada's Indian Invasion... · 224: Cluster #223
Close reading → Discourse → Video sentiment →
Identity Attack0.058401883
Insult0.26957804
Profanity0.17752954
Threat0.010938995
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.411 Meta_Commentary
Feb 21, 2026 Inside Canada's Indian Invasion...
Good to see hard working Indian People……running Canadian Economy…. Not like lazy Canadian😂…. They are paying way more taxes …
Good to see hard working Indian People……running Canadian Economy…. Not like lazy Canadian😂…. They are paying way more taxes …
Inside Canada's Indian Metropolis (Brampton) · 179: Cluster #178
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.4810288
Profanity0.04592061
Threat0.007301235
Severe Toxicity0.017158391
Moderate 0.47119883 Moderate Con 0.324
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Too many Indians too much dishonesty
Too many Indians too much dishonesty
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.40243408
Profanity0.15635987
Threat0.012699619
Severe Toxicity0.023645958
Moderate 0.47119883 Low Con 0.29 Identity Attack
Oct 1, 2025 2 likes IRCC Names India in Study …
canada should be declared a terrorist state for allowing jeetoids to even exist in our vicinity
canada should be declared a terrorist state for allowing jeetoids to even exist in our vicinity
Inside Canada's Indian Invasion... · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.48990932
Insult0.40243408
Profanity0.16264248
Threat0.17964768
Severe Toxicity0.02604016
Moderate 0.47119883 Low Con 0.141 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Shitjabi Poopjeets ruined Canada forever
Shitjabi Poopjeets ruined Canada forever
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2846865
Insult0.48627716
Profanity0.39026237
Threat0.04201601
Severe Toxicity0.16960317
Moderate 0.47119883 Low Con 0.229 Identity_Assertion
Jul 8, 2025 2 likes How Canada broke its immigration …
Canada is only good for Indians
Canada is only good for Indians
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.26957804
Profanity0.1110661
Threat0.010084574
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.24 Identity Attack Identity_Assertion
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Im not indian but That was a very silly comment "this is the homeless non of which are indians". 1. They have strong family values 2. They dont take drugs 3. The odds of them …
Im not indian but That was a very silly comment "this is the homeless non of which are indians". 1. They have strong family values 2. They dont take drugs 3. The odds of them being homeless is slim to none. Instead of bagging them, learn from them and get the pipes out your mouths
Inside Canada's Indian Metropolis (Brampton) · 135: Cluster #134
Close reading → Video sentiment →
Identity Attack0.3043136
Insult0.48228607
Profanity0.30866358
Threat0.06432246
Severe Toxicity0.023176458
Moderate 0.47119883 Moderate Con 0.488
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
ABSOLUTELY DISGUSTING 🤢🤮💯
ABSOLUTELY DISGUSTING 🤢🤮💯
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.018269362
Insult0.4339631
Profanity0.25824076
Threat0.010395273
Severe Toxicity0.023645958
Moderate 0.47119883 Low Con 0.237
Jan 27, 2026 Inside Canada's Indian Invasion...
We can not let this happen to America... they smell. SO. BAD.
We can not let this happen to America... they smell. SO. BAD.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.38176915
Insult0.46327567
Profanity0.10425757
Threat0.010628296
Severe Toxicity0.02116089
Moderate 0.47119883 Low Con 0.258 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
People who leave the shelters do it because they don't follow the rules, not because of they are scared of the Africans. They get kicked out. Africans are called monkeys by people in the shelters. …
People who leave the shelters do it because they don't follow the rules, not because of they are scared of the Africans. They get kicked out. Africans are called monkeys by people in the shelters. I have seen it and heard it. The amount of ignorance is amazing.
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.48949075
Insult0.47787863
Profanity0.19770569
Threat0.035803676
Severe Toxicity0.023076924
Moderate 0.47119883 Constructive 0.591 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
white people doesnt even belong there. They call it an "invasion" as if inmigrants going there were commiting a genocide and purposely erasing their culture.
white people doesnt even belong there. They call it an "invasion" as if inmigrants going there were commiting a genocide and purposely erasing their culture.
Inside Canada's Indian Invasion... · 143: Cluster #142
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.29383746
Profanity0.16589902
Threat0.09316374
Severe Toxicity0.023599008
Moderate 0.47119883 Moderate Con 0.332 Identity Attack Identity_Assertion
Feb 16, 2026 2 likes Inside Canada's Indian Invasion...
Canadians are too weak to do anything besides ragepill about the issue online 😂
Canadians are too weak to do anything besides ragepill about the issue online 😂
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.48990932
Insult0.46327567
Profanity0.10301965
Threat0.009799767
Severe Toxicity0.02258113
Moderate 0.47119883 Low Con 0.177 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Jws bnkrs really did canada dirty..
Jws bnkrs really did canada dirty..
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.47384647
Profanity0.20016506
Threat0.0100069
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.245 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
These whites are getting back what they deserve 😂😂
These whites are getting back what they deserve 😂😂
Inside Canada's Indian Invasion... · 30: Cluster #29
Close reading → Discourse → Video sentiment →
Identity Attack0.53446084
Insult0.2735258
Profanity0.22612886
Threat0.114629425
Severe Toxicity0.052044146
Moderate 0.47119883 Low Con 0.229 Identity Attack Identity_Assertion
Feb 7, 2026 3 likes Inside Canada's Indian Invasion...
Nothing wrong with indians moving to another country, but moving to canada for a better life and ruining life in Canada is disgusting, forcing you're culture and to be like you is disgusting, if you're …
Nothing wrong with indians moving to another country, but moving to canada for a better life and ruining life in Canada is disgusting, forcing you're culture and to be like you is disgusting, if you're gonna move to canada, you have assimilate and accept canadian culture and respect it cause you can treat it the same as you're country, it's a bloody different country, stop trying to make it india if you wanna live there.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.4887047
Insult0.46923602
Profanity0.18786818
Threat0.010990778
Severe Toxicity0.023076924
Moderate 0.47119883 Constructive 0.535 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Deport pajeeeet in Canada ❤
Deport pajeeeet in Canada ❤
IRCC Names India in Study Permit Fraud | … · 110: Cluster #109
Close reading → Video sentiment →
Identity Attack0.37012735
Insult0.5015486
Profanity0.39409557
Threat0.10542984
Severe Toxicity0.23224974
Moderate 0.47119883 Low Con 0.282 Insult
Sep 30, 2025 4 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.