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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 959 of 1230
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question 215. One time only—yes, one time only. Then I took the test, and on my first attempt I passed with 15 correct answers out of 20. I honestly can’t believe it. I didn’t realize how much I knew until I was sitting there answering the questions. About 50% of them came directly from the first 215 questions in the video. I am truly, deeply grateful to everyone who worked on this video. It’s not just good—it’s amazing. After nine years of struggle with this citizenship journey, I finally feel like I can breathe… like I can fly a little. Thank you all, from the bottom of my heart. 🤍
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.0037922803
Insult0.020256994
Profanity0.021603432
Threat0.007573096
Severe Toxicity0.0016975403
Low Tox 0.044636376 Constructive 0.713 Personal_Narrative
Jan 25, 2026 4 likes Canadian Citizenship Test 2025 – …
The problem is, if the immigrants keep coming in, it would change canada so much that it ceases to be a liberal democratic country that values people's rights; it's easy enough for immigrants to "roll …
The problem is, if the immigrants keep coming in, it would change canada so much that it ceases to be a liberal democratic country that values people's rights; it's easy enough for immigrants to "roll back" their beliefs to a previous version, if even one or two charismatic new immigrants start fomenting those beliefs. The very thing could undermine itself, so there should be tighter bordres. The people who've been there since 1979 don't have to leave.
Inside Canada's Indian Metropolis (Brampton) · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.028886627
Insult0.016860934
Profanity0.010245483
Threat0.0067186756
Severe Toxicity0.0012588501
Low Tox 0.044636376 Constructive 0.551 Fear_Threat
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Remember, the replacement is a “conspiracy theory”!
Remember, the replacement is a “conspiracy theory”!
Inside Canada's Indian Invasion... · 120: Cluster #119
Close reading → Discourse → Video sentiment →
Identity Attack0.0031633168
Insult0.017420914
Profanity0.013131939
Threat0.007353018
Severe Toxicity0.0012397766
Low Tox 0.044636376 Low Con 0.079 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
The curry dishes there must be godlike
The curry dishes there must be godlike
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008731495
Insult0.014504919
Profanity0.027000591
Threat0.00814271
Severe Toxicity0.0027275085
Low Tox 0.044636376 Low Con 0.294 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
its been at a breaking point by covid
its been at a breaking point by covid
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.00673361
Insult0.014314918
Profanity0.018597418
Threat0.007624879
Severe Toxicity0.0018978119
Low Tox 0.044636376 Low Con 0.297
Jan 20, 2026 Why Canada’s immigration system has …
Gonna watch this while eating breakfast tomorrow 😊
Gonna watch this while eating breakfast tomorrow 😊
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00569767
Insult0.0116169015
Profanity0.027410502
Threat0.013476364
Severe Toxicity0.004043579
Low Tox 0.044636376 Moderate Con 0.408 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I'M SO PROUD TO BE AN INDIAN!!! 🇮🇳🇮🇳🇮🇳🔥🔥🔥💪💪💪
I'M SO PROUD TO BE AN INDIAN!!! 🇮🇳🇮🇳🇮🇳🔥🔥🔥💪💪💪
Inside Canada's Indian Invasion... · 317: Cluster #316
Close reading → Discourse → Video sentiment →
Identity Attack0.025806036
Insult0.014732921
Profanity0.025087673
Threat0.009592636
Severe Toxicity0.0051498413
Low Tox 0.044636376 Moderate Con 0.456 Identity_Assertion
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
The companies don't respond because then they can tell the government that no one is sending them enquiries so that they can hire migrants
The companies don't respond because then they can tell the government that no one is sending them enquiries so that they can hire migrants
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.02721288
Insult0.012984909
Profanity0.012961143
Threat0.0068869707
Severe Toxicity0.0013256073
Low Tox 0.044636376 Low Con 0.214
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Or just don’t go to the states they don’t want Canadians in their country
Or just don’t go to the states they don’t want Canadians in their country
· 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.05821496
Insult0.007430107
Profanity0.00012378902
Threat0.0003808538
Severe Toxicity0.0000062438776
Low Tox 0.044531915 Comparative_Framing
Dec 8, 2025
% 100 right,super video.
% 100 right,super video.
Why Canadians Are Turning Against Immigrants. · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.009619443
Insult0.013250912
Profanity0.025634222
Threat0.013269233
Severe Toxicity0.004348755
Low Tox 0.044388983 Moderate Con 0.46 Meta_Commentary
Aug 30, 2025 3 likes Why Canadians Are Turning Against …
False reporting. Canada is not divided on this issue. The majority of Canadians support reduction of immigration numbers. The country has suffered severe strains on housing, healthcare & infrastructure due to over-immigration.
False reporting. Canada is not divided on this issue. The majority of Canadians support reduction of immigration numbers. The country has suffered severe strains on housing, healthcare & infrastructure due to over-immigration.
Canada's tighter immigration policy divides the country • … · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.015757138
Insult0.018710041
Profanity0.00998929
Threat0.006162008
Severe Toxicity0.0010156631
Low Tox 0.044388983 Constructive 0.621 Policy_Critique
Feb 12, 2026 4 likes Canada's tighter immigration policy divides …
HOW IS TRUDEAU LIVING NOW WITH ALL HIS
HOW IS TRUDEAU LIVING NOW WITH ALL HIS
Inside Canada's Indian Metropolis (Brampton) · 142: Cluster #141
Close reading → Discourse → Video sentiment →
Identity Attack0.0051797
Insult0.019547975
Profanity0.014874061
Threat0.007094103
Severe Toxicity0.0021266937
Low Tox 0.044388983 Low Con 0.194 Meta_Commentary
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadians didn’t stop having babies in the last few years… people stopped having babies since 2015, because they can’t afford to raise them. Bottom line!!
Canadians didn’t stop having babies in the last few years… people stopped having babies since 2015, because they can’t afford to raise them. Bottom line!!
Why Canadians Are Turning Against Immigrants. · 21: Cluster #20
Close reading → Video sentiment →
Identity Attack0.018771807
Insult0.01767874
Profanity0.010347961
Threat0.006537435
Severe Toxicity0.001411438
Low Tox 0.044388983 Low Con 0.255
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
At least deodorant isn't flying off the shelves there!!
At least deodorant isn't flying off the shelves there!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0023493639
Insult0.016936934
Profanity0.0157622
Threat0.0076507707
Severe Toxicity0.0015354156
Low Tox 0.044388983 Low Con 0.247
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Do you ever plan to come to Russia?
Do you ever plan to come to Russia?
Inside Canada's Indian Invasion... · 223: Cluster #222
Close reading → Discourse → Video sentiment →
Identity Attack0.019073274
Insult0.013174911
Profanity0.015318131
Threat0.0076637166
Severe Toxicity0.0016117096
Low Tox 0.044388983 Moderate Con 0.306 Question
Feb 8, 2026 Inside Canada's Indian Invasion...
Passed the test in first go watched this video twice 20 out of 20 thanks for making this video
Passed the test in first go watched this video twice 20 out of 20 thanks for making this video
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Video sentiment →
Identity Attack0.007843546
Insult0.0140109155
Profanity0.025497584
Threat0.011405042
Severe Toxicity0.0036621094
Low Tox 0.044388983 Moderate Con 0.492
Aug 17, 2025 3 likes Canadian Citizenship Test 2025 – …
Bike guy super based
Bike guy super based
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.00725158
Insult0.022190686
Profanity0.020578653
Threat0.0077802283
Severe Toxicity0.0019741058
Low Tox 0.044388983 Moderate Con 0.425 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Well, that's one city to avoid in Canada. Please don't bring this to the west. Stay in the east, please.
Well, that's one city to avoid in Canada. Please don't bring this to the west. Stay in the east, please.
Inside Canada's Indian Metropolis (Brampton) · 42: Cluster #41
Close reading → Video sentiment →
Identity Attack0.023193322
Insult0.014884921
Profanity0.010245483
Threat0.007365964
Severe Toxicity0.0014209747
Low Tox 0.044388983 Moderate Con 0.439
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
All the Canadian flags in the safehouse...nice touch.
All the Canadian flags in the safehouse...nice touch.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.029917859
Insult0.0151129225
Profanity0.010962827
Threat0.008103873
Severe Toxicity0.002002716
Low Tox 0.044388983 Moderate Con 0.365
Jan 27, 2026 Inside Canada's Indian Invasion...
Every Tim Hortons is like that in Canada
Every Tim Hortons is like that in Canada
Inside Canada's Indian Invasion... · 75: Cluster #74
Close reading → Discourse → Video sentiment →
Identity Attack0.014249804
Insult0.02212623
Profanity0.013268576
Threat0.0062008454
Severe Toxicity0.0016307831
Low Tox 0.044388983 Moderate Con 0.343 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
There’s a reason many Canadians call it “Bramladesh”
There’s a reason many Canadians call it “Bramladesh”
Inside Canada's Indian Metropolis (Brampton) · 81: Cluster #80
Close reading → Discourse → Video sentiment →
Identity Attack0.026609946
Insult0.018065477
Profanity0.013678487
Threat0.0065568537
Severe Toxicity0.0015163422
Low Tox 0.044388983 Low Con 0.261 Identity_Assertion
Sep 30, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
OH....MY.....GOD!!
OH....MY.....GOD!!
Inside Canada's Indian Invasion... · 174: Cluster #173
Close reading → Discourse → Video sentiment →
Identity Attack0.0076215584
Insult0.01309891
Profanity0.04366605
Threat0.008349842
Severe Toxicity0.003643036
Low Tox 0.044388983 Moderate Con 0.373 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada has fallen. Unfortunately, Alberta separation is the only solution moving forward.
Canada has fallen. Unfortunately, Alberta separation is the only solution moving forward.
Why Canadians Are Turning Against Immigrants. · 149: Cluster #148
Close reading → Video sentiment →
Identity Attack0.016762028
Insult0.018645585
Profanity0.010467518
Threat0.0070034824
Severe Toxicity0.0014019012
Low Tox 0.044388983 Low Con 0.24
Aug 27, 2025 Why Canadians Are Turning Against …
“80% good 20% bad” reminds me of 50/50 😂😂
“80% good 20% bad” reminds me of 50/50 😂😂
Inside Canada's Indian Invasion... · 191: Cluster #190
Close reading → Discourse → Video sentiment →
Identity Attack0.0046987277
Insult0.015568925
Profanity0.01805087
Threat0.006537435
Severe Toxicity0.0014972687
Low Tox 0.044388983 Moderate Con 0.333 Humor_Satire
Feb 14, 2026 Inside Canada's Indian Invasion...
By voting for a liberal party for the last 10 years.By the way I didn’t vote for the Liberals.
By voting for a liberal party for the last 10 years.By the way I didn’t vote for the Liberals.
How Canada broke its immigration system · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.019073274
Insult0.017485369
Profanity0.011355659
Threat0.0066798385
Severe Toxicity0.0011062622
Low Tox 0.044388983 Moderate Con 0.462
Dec 14, 2025 How Canada broke its immigration …
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.