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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 236 of 1230
I am a home support worker, who works with those in thier last 6 months of life. I havent gottrn a raise in 8 years. Some if not all immigrants get a subsidy from the …
I am a home support worker, who works with those in thier last 6 months of life. I havent gottrn a raise in 8 years. Some if not all immigrants get a subsidy from the gov as well as their wages. My rent has raised 235 dollars a month in the past year but the immigrants have their rent paid for the the same gov who hasnt given us a raise. My 16 yr old grandaughter was working at subway and an immigrant harrassed her, touched her face, told her how sexy she was a.s that he wanted to have sex with her. And wheb she said she was only 16 yrs ol and he was 38, he said its ok in my culture. Subway did quietly fire him, but made her sign a confidentially clause.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.2877625
Insult0.2838064
Profanity0.3158166
Threat0.10696311
Severe Toxicity0.02373986
Moderate 0.45396814 Constructive 0.799
Nov 15, 2025 1 likes Why Canadians Are Turning Against …
You know who is having kids? Immigrants. Say bye bye white and black people..we are being erased as we speak.
You know who is having kids? Immigrants. Say bye bye white and black people..we are being erased as we speak.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5485698
Insult0.28586254
Profanity0.10611444
Threat0.05171447
Severe Toxicity0.023076924
Moderate 0.45396814 Moderate Con 0.361 Identity Attack Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
I don’t think an Indian will never be considered a real Canadian. When I think of Canadian I think of a White person, a Métis person, or an Eskimo person. Indians are interlopers upon Canadian …
I don’t think an Indian will never be considered a real Canadian. When I think of Canadian I think of a White person, a Métis person, or an Eskimo person. Indians are interlopers upon Canadian civilization.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.3493834
Profanity0.10301965
Threat0.01750142
Severe Toxicity0.023645958
Moderate 0.45396814 Moderate Con 0.432 Identity Attack
Oct 29, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Targeting indian for view great
Targeting indian for view great
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.18604483
Profanity0.1854088
Threat0.4352635
Severe Toxicity0.14916596
Moderate 0.45396814 Moderate Con 0.315 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
i mean these whities across america and canada are themselves settlers from europe and they are complaining about indian settlements they displaced and massacared natives🤣🤣🤣🤣🤣
i mean these whities across america and canada are themselves settlers from europe and they are complaining about indian settlements they displaced and massacared natives🤣🤣🤣🤣🤣
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.34135336
Profanity0.12551236
Threat0.038220957
Severe Toxicity0.023176458
Moderate 0.45396814 Low Con 0.282 Identity Attack Humor_Satire
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I want Inside India's Caucasian Invasion next.
I want Inside India's Caucasian Invasion next.
Inside Canada's Indian Invasion... · 138: Cluster #137
Close reading → Discourse → Video sentiment →
Identity Attack0.5051609
Insult0.24928534
Profanity0.2268346
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.45243698 Low Con 0.252 Identity Attack Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Did he say Africans have low intelligence?? Jheez
Did he say Africans have low intelligence?? Jheez
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.50515765
Insult0.39297962
Profanity0.20700185
Threat0.009877442
Severe Toxicity0.023364257
Moderate 0.45243698 Low Con 0.184 Identity Attack Question
Feb 3, 2026 3 likes Inside Canada's Indian Invasion...
9:15 when an Indian says I’m proud to be ____ you’ll know you’re place is in uncivilised hands
9:15 when an Indian says I’m proud to be ____ you’ll know you’re place is in uncivilised hands
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.3416952
Profanity0.17380778
Threat0.05753354
Severe Toxicity0.032316983
Moderate 0.45243698 Low Con 0.276 Identity_Assertion
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
First guy nailed it; you really only see Indians from the top 5% of the population financially sent to the US and Canada. We need these savages shipped back their culture isn’t civilized.
First guy nailed it; you really only see Indians from the top 5% of the population financially sent to the US and Canada. We need these savages shipped back their culture isn’t civilized.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.50125694
Insult0.44126466
Profanity0.12220735
Threat0.028379176
Severe Toxicity0.023364257
Moderate 0.45243698 Low Con 0.265 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate …
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate clearly and give a voice for their community but no, he goes for the fresh immigrants that barely know english to interview. Just look at the picture he's trying to paint 😂 Oh and that border hopping scheme? There's malicious people in EVERY culture/religion, acting like whites and blacks don't do the same shit. You can't show this negative narrative on this community by focusing on the worst. No one likes to talk about the Sikhs that feed SO MANY homeless people in downtown toronto every year. I bet you didn't know every gurdwara feeds anyone anytime. I can speak for the Sikhs i've seen first hand how they are for the community. wtvr pays the bills ig 🥀🥀
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.45610145
Insult0.4339631
Profanity0.16775991
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.45243698 Constructive 0.747 Policy_Critique
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
5:17 ohhhhh grape is not part of anybody’s culture this dude is spitting crazy allegations
5:17 ohhhhh grape is not part of anybody’s culture this dude is spitting crazy allegations
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.061130337
Insult0.36798462
Profanity0.20483992
Threat0.015947454
Severe Toxicity0.021290002
Moderate 0.45243698 Low Con 0.228 Humor_Satire
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
You guys need muslim invasion... 😂.. little Syria, Iraq and Bangladesh
You guys need muslim invasion... 😂.. little Syria, Iraq and Bangladesh
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.5203519
Insult0.41530323
Profanity0.2395431
Threat0.34804323
Severe Toxicity0.35368225
Moderate 0.45243698 Low Con 0.129 Identity Attack Fear_Threat
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I’m as racist as the next guy. 😂
I’m as racist as the next guy. 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.38200524
Insult0.26957804
Profanity0.17926037
Threat0.02682521
Severe Toxicity0.023076924
Moderate 0.45243698 Moderate Con 0.343 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Only greedy people will leave india for Canada and they will suffer a lot like the gipseys
Only greedy people will leave india for Canada and they will suffer a lot like the gipseys
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.41222036
Insult0.47384647
Profanity0.15019037
Threat0.13633445
Severe Toxicity0.023076924
Moderate 0.45243698 Low Con 0.212 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I agree JamCan, they left us with no other option than to become the 51st state. We need ICE up here to get rid of the trash 🤮 Our Liberltard gov’t is making it worse …
I agree JamCan, they left us with no other option than to become the 51st state. We need ICE up here to get rid of the trash 🤮 Our Liberltard gov’t is making it worse every day
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.5072643
Profanity0.16217725
Threat0.013579931
Severe Toxicity0.016254602
Moderate 0.45243698 Moderate Con 0.436 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
For Canadians : 1. Arrest illegal Indians. 2. Respect legal Indians. 3. Differentiate legal Indian immigrants from all other types of immigrants. For Indians living in Canada : 1. Respect Canadians. 2. Respect Canadian law. …
For Canadians : 1. Arrest illegal Indians. 2. Respect legal Indians. 3. Differentiate legal Indian immigrants from all other types of immigrants. For Indians living in Canada : 1. Respect Canadians. 2. Respect Canadian law. 2. Immerse & adapt yourself in Canadian culture. For all : Sikhs are good people. Khalistanis are extremists.
Inside Canada's Indian Invasion... · 50: Cluster #49
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.3416952
Profanity0.07126612
Threat0.063999176
Severe Toxicity0.023076924
Moderate 0.45243698 Constructive 0.57 Identity Attack Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Another video to spread hatred against Indians.
Another video to spread hatred against Indians.
Inside Canada's Indian Invasion... · 84: Cluster #83
Close reading → Discourse → Video sentiment →
Identity Attack0.50125694
Insult0.18107465
Profanity0.14754629
Threat0.06820184
Severe Toxicity0.023076924
Moderate 0.45243698 Low Con 0.195 Identity Attack Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
If some Indian come to you to work in your company 1st must check if they finish college in Brampton city, if yes then say NO i dont have place for you. Bye...Scam colleges...
If some Indian come to you to work in your company 1st must check if they finish college in Brampton city, if yes then say NO i dont have place for you. Bye...Scam colleges...
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.4125297
Profanity0.1554785
Threat0.011120236
Severe Toxicity0.022322904
Moderate 0.45243698 Moderate Con 0.349 Unverified_Claim
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
id rather live with indians than muslims
id rather live with indians than muslims
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.54996765
Insult0.2435641
Profanity0.16403814
Threat0.012440704
Severe Toxicity0.023076924
Moderate 0.45243698 Low Con 0.271 Identity Attack Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Liberals and trudeaus mass immigration have destroyed Canada by paying some of the most undesirable people to move here and vote for them, we need to send these freeloaders the F outta Canada
Liberals and trudeaus mass immigration have destroyed Canada by paying some of the most undesirable people to move here and vote for them, we need to send these freeloaders the F outta Canada
Why Canadians Are Turning Against Immigrants. · 27: Cluster #26
Close reading → Video sentiment →
Identity Attack0.39207554
Insult0.4534306
Profanity0.24818924
Threat0.04363242
Severe Toxicity0.023076924
Moderate 0.45243698 Low Con 0.256
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Remove this PAM GILL these people’s are corrupt
Remove this PAM GILL these people’s are corrupt
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.057492398
Insult0.48675314
Profanity0.10611444
Threat0.085497424
Severe Toxicity0.01935331
Moderate 0.45243698 Low Con 0.145
Sep 28, 2025 31 likes IRCC Names India in Study …
The ole racist that says they don’t pay any taxes is confusing Indian from India with native Americans lmfao 😂
The ole racist that says they don’t pay any taxes is confusing Indian from India with native Americans lmfao 😂
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3895355
Insult0.40243408
Profanity0.16682947
Threat0.00948907
Severe Toxicity0.023076924
Moderate 0.45243698 Low Con 0.199 Humor_Satire
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
9.00 don't cover windows , walk naked,embarrassing,; but this Polish immigrant is showing a lot of skin..Embarrassing?
9.00 don't cover windows , walk naked,embarrassing,; but this Polish immigrant is showing a lot of skin..Embarrassing?
Inside Canada's Indian Metropolis (Brampton) · 210: Cluster #209
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.42881694
Profanity0.1184936
Threat0.0138755
Severe Toxicity0.023076924
Moderate 0.45243698 Moderate Con 0.354
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Deport Carney and his Liberal party crooks. It’ll fix all the Canada’s problems within a year!
Deport Carney and his Liberal party crooks. It’ll fix all the Canada’s problems within a year!
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.5101222
Profanity0.07708528
Threat0.06238277
Severe Toxicity0.017739398
Moderate 0.45243698 Low Con 0.138 Insult
Dec 24, 2025 Deportations From Canada at Their …
👏👏 great work Team Quebec 👏👏 All of Canada 🇨🇦 Needs to implement this immediately. Also 🛑 STOP 🛑 VOTING LIE-BERAL 💩👎.
👏👏 great work Team Quebec 👏👏 All of Canada 🇨🇦 Needs to implement this immediately. Also 🛑 STOP 🛑 VOTING LIE-BERAL 💩👎.
Quebec Ends Economic Immigration Program | Your Morning · 74: Cluster #73
Close reading → Video sentiment →
Identity Attack0.1508922
Insult0.5072643
Profanity0.11292298
Threat0.00866054
Severe Toxicity0.021290002
Moderate 0.45243698 Moderate Con 0.355 Insult
Nov 24, 2025 Quebec Ends Economic Immigration Program …
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.