MATLAB® Test Report

Timestamp:

06-Oct-2025 12:08:19

Host:

runnervmwhb2z

Platform:

glnxa64

MATLAB Version:

25.2.0.2998904 (R2025b)

Number of Tests:

6

Testing Time:

95.7922 seconds

Overall Result:

PASSED

Overview

/home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/

SmokeTests

53.5324 seconds

SolnSmokeTests

42.2598 seconds

Details

/home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/

SmokeTests

SmokeRun Class Setup Parameters: Project=matlab.project.Project Test Parameters: File=ClusteringIntro.mlx

The test passed. Duration: 28.8956 seconds

Events:

Timestamp: 06-Oct-2025 12:06:55

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_93ae73c9-7d2f-4091-ae32-fbcd17eb390c.png

Event Location: SmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringIntro.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SmokeTests.m (SmokeTests.SmokeRun) at 95

Timestamp: 06-Oct-2025 12:07:05

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_300b7d41-4f3a-4c92-8efc-e23c7f7d2fa3.png

Event Location: SmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringIntro.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SmokeTests.m (SmokeTests.SmokeRun) at 95

Timestamp: 06-Oct-2025 12:07:05

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_5f4e79d4-e26e-4844-a674-d5cd3022a2da.png

Event Location: SmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringIntro.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SmokeTests.m (SmokeTests.SmokeRun) at 95

Timestamp: 06-Oct-2025 12:07:06

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_6811c3aa-0b1f-4d78-b551-2b07e459a4c9.png

Event Location: SmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringIntro.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SmokeTests.m (SmokeTests.SmokeRun) at 95

Timestamp: 06-Oct-2025 12:07:06

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_08f8d4cf-cf04-4479-9e07-5cbdaaa86e4d.png

Event Location: SmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringIntro.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SmokeTests.m (SmokeTests.SmokeRun) at 95

(Overview)

SmokeRun Class Setup Parameters: Project=matlab.project.Project Test Parameters: File=ClusteringMethods.mlx

The test passed. Duration: 24.6368 seconds

Events:

Timestamp: 06-Oct-2025 12:07:20

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_1be7e15c-f27e-402c-8ece-b6f4a76e8e1f.png

Event Location: SmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringMethods.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SmokeTests.m (SmokeTests.SmokeRun) at 95

Timestamp: 06-Oct-2025 12:07:28

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_197e42e1-8546-458a-b93e-5968c9262d60.png

Event Location: SmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringMethods.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SmokeTests.m (SmokeTests.SmokeRun) at 95

Timestamp: 06-Oct-2025 12:07:28

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_9893e376-b46f-4735-8d6e-bae1330782bf.png

Event Location: SmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringMethods.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SmokeTests.m (SmokeTests.SmokeRun) at 95

Timestamp: 06-Oct-2025 12:07:29

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_6de00a72-9048-4caa-ba20-b2a7ec4b1afd.png

Event Location: SmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringMethods.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SmokeTests.m (SmokeTests.SmokeRun) at 95

Timestamp: 06-Oct-2025 12:07:29

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_33e1ef4f-442a-4e04-b70f-d3d19d9b967f.png

Event Location: SmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringMethods.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SmokeTests.m (SmokeTests.SmokeRun) at 95

Timestamp: 06-Oct-2025 12:07:30

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_f521e8f3-8053-4280-848b-ff86e8c184f4.png

Event Location: SmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringMethods.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SmokeTests.m (SmokeTests.SmokeRun) at 95

Timestamp: 06-Oct-2025 12:07:30

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_4a1aaa7b-6c48-46e8-9732-84c5118cd3cc.png

Event Location: SmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringMethods.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SmokeTests.m (SmokeTests.SmokeRun) at 95

Timestamp: 06-Oct-2025 12:07:30

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_fd0aa447-372b-454b-a2e7-7f136c635db9.png

Event Location: SmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringMethods.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SmokeTests.m (SmokeTests.SmokeRun) at 95

Timestamp: 06-Oct-2025 12:07:31

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_678db83a-055f-4734-a0bf-5600446cd88d.png

Event Location: SmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringMethods.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SmokeTests.m (SmokeTests.SmokeRun) at 95

(Overview)

SolnSmokeTests

ExistSolns Class Setup Parameters: Project=matlab.project.Project Test Parameters: File=ClusteringIntro.mlx

The test passed. Duration: 0.0874 seconds

(Overview)

ExistSolns Class Setup Parameters: Project=matlab.project.Project Test Parameters: File=ClusteringMethods.mlx

The test passed. Duration: 0.0062 seconds

(Overview)

SmokeRun Class Setup Parameters: Project=matlab.project.Project Test Parameters: File=ClusteringIntro.mlx

The test passed. Duration: 19.2801 seconds

Events:

Timestamp: 06-Oct-2025 12:07:38

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_6525e6de-7c38-4f34-bcaa-9ad4ec11c18a.png

Event Location: SolnSmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringIntro.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SolnSmokeTests.m (SolnSmokeTests.SmokeRun) at 111

Timestamp: 06-Oct-2025 12:07:48

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_b7663676-c794-4df8-a1a2-83419dccab2c.png

Event Location: SolnSmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringIntro.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SolnSmokeTests.m (SolnSmokeTests.SmokeRun) at 111

Timestamp: 06-Oct-2025 12:07:49

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_2f07a3f0-7255-4aeb-9873-6cae11ce55ec.png

Event Location: SolnSmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringIntro.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SolnSmokeTests.m (SolnSmokeTests.SmokeRun) at 111

Timestamp: 06-Oct-2025 12:07:49

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_9947a5c1-feb8-4bd7-a5f4-ce58dc5c9296.png

Event Location: SolnSmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringIntro.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SolnSmokeTests.m (SolnSmokeTests.SmokeRun) at 111

Timestamp: 06-Oct-2025 12:07:50

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_765f027d-d8fd-456c-9b69-5ef3cc51519d.png

Event Location: SolnSmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringIntro.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SolnSmokeTests.m (SolnSmokeTests.SmokeRun) at 111

Timestamp: 06-Oct-2025 12:07:50

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_b2b32d8f-65d9-4de4-8231-2cba2eb41ccb.png

Event Location: SolnSmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringIntro.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SolnSmokeTests.m (SolnSmokeTests.SmokeRun) at 111

Timestamp: 06-Oct-2025 12:07:51

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_1eeed2c1-9b35-4d23-9bd2-f23110fe025d.png

Event Location: SolnSmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringIntro.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SolnSmokeTests.m (SolnSmokeTests.SmokeRun) at 111

(Overview)

SmokeRun Class Setup Parameters: Project=matlab.project.Project Test Parameters: File=ClusteringMethods.mlx

The test passed. Duration: 22.8861 seconds

Events:

Timestamp: 06-Oct-2025 12:08:03

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_d43359b2-9f17-4c8e-8ed5-589d80c40c2d.png

Event Location: SolnSmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringMethods.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SolnSmokeTests.m (SolnSmokeTests.SmokeRun) at 111

Timestamp: 06-Oct-2025 12:08:10

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_b96ba818-e76f-4b19-83b2-2912033db438.png

Event Location: SolnSmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringMethods.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SolnSmokeTests.m (SolnSmokeTests.SmokeRun) at 111

Timestamp: 06-Oct-2025 12:08:11

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_652d5f6b-53b3-46d3-b120-f332cc129d28.png

Event Location: SolnSmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringMethods.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SolnSmokeTests.m (SolnSmokeTests.SmokeRun) at 111

Timestamp: 06-Oct-2025 12:08:11

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_640cede0-3a80-4cac-812c-b5dd98e0d1f3.png

Event Location: SolnSmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringMethods.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SolnSmokeTests.m (SolnSmokeTests.SmokeRun) at 111

Timestamp: 06-Oct-2025 12:08:12

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_dcf2c4f3-ab92-4adb-bc53-7fe4e968e6bd.png

Event Location: SolnSmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringMethods.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SolnSmokeTests.m (SolnSmokeTests.SmokeRun) at 111

Timestamp: 06-Oct-2025 12:08:12

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_e384ee96-81e9-4880-9d39-14839540418d.png

Event Location: SolnSmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringMethods.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SolnSmokeTests.m (SolnSmokeTests.SmokeRun) at 111

Timestamp: 06-Oct-2025 12:08:12

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_c70df1d5-0cff-4979-9ea0-49dd0a2411e8.png

Event Location: SolnSmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringMethods.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SolnSmokeTests.m (SolnSmokeTests.SmokeRun) at 111

Timestamp: 06-Oct-2025 12:08:13

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_adddf6b5-e64d-4c66-8c64-a08cb052edee.png

Event Location: SolnSmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringMethods.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SolnSmokeTests.m (SolnSmokeTests.SmokeRun) at 111

Timestamp: 06-Oct-2025 12:08:13

Verbosity: Terse

Logged Diagnostic:

Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_0866166b-3fd1-481d-bf7d-d0b3563e8abc.png

Event Location: SolnSmokeTests[Project=matlab.project.Project]/SmokeRun(File=ClusteringMethods.mlx)

Stack:

In /home/runner/work/Machine-Learning-Methods-Clustering/Machine-Learning-Methods-Clustering/SoftwareTests/SolnSmokeTests.m (SolnSmokeTests.SmokeRun) at 111

(Overview)

Command Window Text

Running SmokeTests >> Running ClusteringIntro.mlx Try again. Which data sets seem to have separable clusters? UnlabeledData = 344×2 table CulmenLength_mm_ CulmenDepth_mm_ ________________ _______________ 39.1 18.7 39.5 17.4 40.3 18 NaN NaN 36.7 19.3 39.3 20.6 38.9 17.8 39.2 19.6 34.1 18.1 42 20.2 37.8 17.1 37.8 17.3 41.1 17.6 38.6 21.2 34.6 21.1 36.6 17.8 38.7 19 42.5 20.7 34.4 18.4 46 21.5 37.8 18.3 37.7 18.7 35.9 19.2 38.2 18.1 38.8 17.2 35.3 18.9 40.6 18.6 40.5 17.9 37.9 18.6 40.5 18.9 39.5 16.7 37.2 18.1 39.5 17.8 40.9 18.9 36.4 17 39.2 21.1 38.8 20 42.2 18.5 37.6 19.3 39.8 19.1 36.5 18 40.8 18.4 36 18.5 44.1 19.7 37 16.9 39.6 18.8 41.1 19 37.5 18.9 36 17.9 42.3 21.2 39.6 17.7 40.1 18.9 35 17.9 42 19.5 34.5 18.1 41.4 18.6 39 17.5 40.6 18.8 36.5 16.6 37.6 19.1 35.7 16.9 41.3 21.1 37.6 17 41.1 18.2 36.4 17.1 41.6 18 35.5 16.2 41.1 19.1 35.9 16.6 41.8 19.4 33.5 19 39.7 18.4 39.6 17.2 45.8 18.9 35.5 17.5 42.8 18.5 40.9 16.8 37.2 19.4 36.2 16.1 42.1 19.1 34.6 17.2 42.9 17.6 36.7 18.8 35.1 19.4 37.3 17.8 41.3 20.3 36.3 19.5 36.9 18.6 38.3 19.2 38.9 18.8 35.7 18 41.1 18.1 34 17.1 39.6 18.1 36.2 17.3 40.8 18.9 38.1 18.6 40.3 18.5 33.1 16.1 43.2 18.5 35 17.9 41 20 37.7 16 37.8 20 37.9 18.6 39.7 18.9 38.6 17.2 38.2 20 38.1 17 43.2 19 38.1 16.5 45.6 20.3 39.7 17.7 42.2 19.5 39.6 20.7 42.7 18.3 38.6 17 37.3 20.5 35.7 17 41.1 18.6 36.2 17.2 37.7 19.8 40.2 17 41.4 18.5 35.2 15.9 40.6 19 38.8 17.6 41.5 18.3 39 17.1 44.1 18 38.5 17.9 43.1 19.2 36.8 18.5 37.5 18.5 38.1 17.6 41.1 17.5 35.6 17.5 40.2 20.1 37 16.5 39.7 17.9 40.2 17.1 40.6 17.2 32.1 15.5 40.7 17 37.3 16.8 39 18.7 39.2 18.6 36.6 18.4 36 17.8 37.8 18.1 36 17.1 41.5 18.5 46.5 17.9 50 19.5 51.3 19.2 45.4 18.7 52.7 19.8 45.2 17.8 46.1 18.2 51.3 18.2 46 18.9 51.3 19.9 46.6 17.8 51.7 20.3 47 17.3 52 18.1 45.9 17.1 50.5 19.6 50.3 20 58 17.8 46.4 18.6 49.2 18.2 42.4 17.3 48.5 17.5 43.2 16.6 50.6 19.4 46.7 17.9 52 19 50.5 18.4 49.5 19 46.4 17.8 52.8 20 40.9 16.6 54.2 20.8 42.5 16.7 51 18.8 49.7 18.6 47.5 16.8 47.6 18.3 52 20.7 46.9 16.6 53.5 19.9 49 19.5 46.2 17.5 50.9 19.1 45.5 17 50.9 17.9 50.8 18.5 50.1 17.9 49 19.6 51.5 18.7 49.8 17.3 48.1 16.4 51.4 19 45.7 17.3 50.7 19.7 42.5 17.3 52.2 18.8 45.2 16.6 49.3 19.9 50.2 18.8 45.6 19.4 51.9 19.5 46.8 16.5 45.7 17 55.8 19.8 43.5 18.1 49.6 18.2 50.8 19 50.2 18.7 46.1 13.2 50 16.3 48.7 14.1 50 15.2 47.6 14.5 46.5 13.5 45.4 14.6 46.7 15.3 43.3 13.4 46.8 15.4 40.9 13.7 49 16.1 45.5 13.7 48.4 14.6 45.8 14.6 49.3 15.7 42 13.5 49.2 15.2 46.2 14.5 48.7 15.1 50.2 14.3 45.1 14.5 46.5 14.5 46.3 15.8 42.9 13.1 46.1 15.1 44.5 14.3 47.8 15 48.2 14.3 50 15.3 47.3 15.3 42.8 14.2 45.1 14.5 59.6 17 49.1 14.8 48.4 16.3 42.6 13.7 44.4 17.3 44 13.6 48.7 15.7 42.7 13.7 49.6 16 45.3 13.7 49.6 15 50.5 15.9 43.6 13.9 45.5 13.9 50.5 15.9 44.9 13.3 45.2 15.8 46.6 14.2 48.5 14.1 45.1 14.4 50.1 15 46.5 14.4 45 15.4 43.8 13.9 45.5 15 43.2 14.5 50.4 15.3 45.3 13.8 46.2 14.9 45.7 13.9 54.3 15.7 45.8 14.2 49.8 16.8 46.2 14.4 49.5 16.2 43.5 14.2 50.7 15 47.7 15 46.4 15.6 48.2 15.6 46.5 14.8 46.4 15 48.6 16 47.5 14.2 51.1 16.3 45.2 13.8 45.2 16.4 49.1 14.5 52.5 15.6 47.4 14.6 50 15.9 44.9 13.8 50.8 17.3 43.4 14.4 51.3 14.2 47.5 14 52.1 17 47.5 15 52.2 17.1 45.5 14.5 49.5 16.1 44.5 14.7 50.8 15.7 49.4 15.8 46.9 14.6 48.4 14.4 51.1 16.5 48.5 15 55.9 17 47.2 15.5 49.1 15 47.3 13.8 46.8 16.1 41.7 14.7 53.4 15.8 43.3 14 48.1 15.1 50.5 15.2 49.8 15.9 43.5 15.2 51.5 16.3 46.2 14.1 55.1 16 44.5 15.7 48.8 16.2 47.2 13.7 NaN NaN 46.8 14.3 50.4 15.7 45.2 14.8 49.9 16.1 Cluster centers have been randomized! Cluster centers have been randomized! Try again. Which distance metric resulted in the data being clustered the most accurately? [Terse] Diagnostic logged (2025-10-06 12:06:55): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_93ae73c9-7d2f-4091-ae32-fbcd17eb390c.png [Terse] Diagnostic logged (2025-10-06 12:07:05): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_300b7d41-4f3a-4c92-8efc-e23c7f7d2fa3.png [Terse] Diagnostic logged (2025-10-06 12:07:05): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_5f4e79d4-e26e-4844-a674-d5cd3022a2da.png [Terse] Diagnostic logged (2025-10-06 12:07:06): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_6811c3aa-0b1f-4d78-b551-2b07e459a4c9.png [Terse] Diagnostic logged (2025-10-06 12:07:06): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_08f8d4cf-cf04-4479-9e07-5cbdaaa86e4d.png .>> Running ClusteringMethods.mlx Try again. If you are struggling, try drawing the problem out on paper and working through the steps by hand, labeling the data points as you go. Mean1 = 0.5000 4.0000 Mean2 = 1.0000 4.5000 Covariance1 = 1 0 0 1 Covariance2 = 1 0 0 1 Weight1 = 0.5000 Weight2 = 0.5000 WeightedPDFCluster1 = 0.0035 WeightedPDFCluster2 = 0.0021 Probability of belonging to assigned cluster = 0.0035 / (0.0035 + 0.0021) = 0.62246 Mean1 = 1.5000 1.5000 Mean2 = 3.2500 3.0000 Covariance1 = 0.5774 0 0 0.5774 Covariance2 = 0.9574 0 0 0.8165 Weight1 = 0.5000 Weight2 = 0.5000 Try again. Which cluster's values are closer to its centroid? SSE for cluster 1: 19.117547SSE for cluster 2: 2.728535Average Silhouette value for cluster 1: 0.744809Average Silhouette value for cluster 2: 0.970013Davies-Bouldin criterion for 2 clusters: 0.373374Davies-Bouldin criterion for 3 clusters: 0.742861Davies-Bouldin criterion for 4 clusters: 0.595582 [Terse] Diagnostic logged (2025-10-06 12:07:20): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_1be7e15c-f27e-402c-8ece-b6f4a76e8e1f.png [Terse] Diagnostic logged (2025-10-06 12:07:28): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_197e42e1-8546-458a-b93e-5968c9262d60.png [Terse] Diagnostic logged (2025-10-06 12:07:28): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_9893e376-b46f-4735-8d6e-bae1330782bf.png [Terse] Diagnostic logged (2025-10-06 12:07:29): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_6de00a72-9048-4caa-ba20-b2a7ec4b1afd.png [Terse] Diagnostic logged (2025-10-06 12:07:29): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_33e1ef4f-442a-4e04-b70f-d3d19d9b967f.png [Terse] Diagnostic logged (2025-10-06 12:07:30): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_f521e8f3-8053-4280-848b-ff86e8c184f4.png [Terse] Diagnostic logged (2025-10-06 12:07:30): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_4a1aaa7b-6c48-46e8-9732-84c5118cd3cc.png [Terse] Diagnostic logged (2025-10-06 12:07:30): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_fd0aa447-372b-454b-a2e7-7f136c635db9.png [Terse] Diagnostic logged (2025-10-06 12:07:31): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_678db83a-055f-4734-a0bf-5600446cd88d.png . Done SmokeTests __________ Running SolnSmokeTests ..>> Running ClusteringIntroSoln.mlx Great job! UnlabeledData = 344×2 table CulmenLength_mm_ CulmenDepth_mm_ ________________ _______________ 39.1 18.7 39.5 17.4 40.3 18 NaN NaN 36.7 19.3 39.3 20.6 38.9 17.8 39.2 19.6 34.1 18.1 42 20.2 37.8 17.1 37.8 17.3 41.1 17.6 38.6 21.2 34.6 21.1 36.6 17.8 38.7 19 42.5 20.7 34.4 18.4 46 21.5 37.8 18.3 37.7 18.7 35.9 19.2 38.2 18.1 38.8 17.2 35.3 18.9 40.6 18.6 40.5 17.9 37.9 18.6 40.5 18.9 39.5 16.7 37.2 18.1 39.5 17.8 40.9 18.9 36.4 17 39.2 21.1 38.8 20 42.2 18.5 37.6 19.3 39.8 19.1 36.5 18 40.8 18.4 36 18.5 44.1 19.7 37 16.9 39.6 18.8 41.1 19 37.5 18.9 36 17.9 42.3 21.2 39.6 17.7 40.1 18.9 35 17.9 42 19.5 34.5 18.1 41.4 18.6 39 17.5 40.6 18.8 36.5 16.6 37.6 19.1 35.7 16.9 41.3 21.1 37.6 17 41.1 18.2 36.4 17.1 41.6 18 35.5 16.2 41.1 19.1 35.9 16.6 41.8 19.4 33.5 19 39.7 18.4 39.6 17.2 45.8 18.9 35.5 17.5 42.8 18.5 40.9 16.8 37.2 19.4 36.2 16.1 42.1 19.1 34.6 17.2 42.9 17.6 36.7 18.8 35.1 19.4 37.3 17.8 41.3 20.3 36.3 19.5 36.9 18.6 38.3 19.2 38.9 18.8 35.7 18 41.1 18.1 34 17.1 39.6 18.1 36.2 17.3 40.8 18.9 38.1 18.6 40.3 18.5 33.1 16.1 43.2 18.5 35 17.9 41 20 37.7 16 37.8 20 37.9 18.6 39.7 18.9 38.6 17.2 38.2 20 38.1 17 43.2 19 38.1 16.5 45.6 20.3 39.7 17.7 42.2 19.5 39.6 20.7 42.7 18.3 38.6 17 37.3 20.5 35.7 17 41.1 18.6 36.2 17.2 37.7 19.8 40.2 17 41.4 18.5 35.2 15.9 40.6 19 38.8 17.6 41.5 18.3 39 17.1 44.1 18 38.5 17.9 43.1 19.2 36.8 18.5 37.5 18.5 38.1 17.6 41.1 17.5 35.6 17.5 40.2 20.1 37 16.5 39.7 17.9 40.2 17.1 40.6 17.2 32.1 15.5 40.7 17 37.3 16.8 39 18.7 39.2 18.6 36.6 18.4 36 17.8 37.8 18.1 36 17.1 41.5 18.5 46.5 17.9 50 19.5 51.3 19.2 45.4 18.7 52.7 19.8 45.2 17.8 46.1 18.2 51.3 18.2 46 18.9 51.3 19.9 46.6 17.8 51.7 20.3 47 17.3 52 18.1 45.9 17.1 50.5 19.6 50.3 20 58 17.8 46.4 18.6 49.2 18.2 42.4 17.3 48.5 17.5 43.2 16.6 50.6 19.4 46.7 17.9 52 19 50.5 18.4 49.5 19 46.4 17.8 52.8 20 40.9 16.6 54.2 20.8 42.5 16.7 51 18.8 49.7 18.6 47.5 16.8 47.6 18.3 52 20.7 46.9 16.6 53.5 19.9 49 19.5 46.2 17.5 50.9 19.1 45.5 17 50.9 17.9 50.8 18.5 50.1 17.9 49 19.6 51.5 18.7 49.8 17.3 48.1 16.4 51.4 19 45.7 17.3 50.7 19.7 42.5 17.3 52.2 18.8 45.2 16.6 49.3 19.9 50.2 18.8 45.6 19.4 51.9 19.5 46.8 16.5 45.7 17 55.8 19.8 43.5 18.1 49.6 18.2 50.8 19 50.2 18.7 46.1 13.2 50 16.3 48.7 14.1 50 15.2 47.6 14.5 46.5 13.5 45.4 14.6 46.7 15.3 43.3 13.4 46.8 15.4 40.9 13.7 49 16.1 45.5 13.7 48.4 14.6 45.8 14.6 49.3 15.7 42 13.5 49.2 15.2 46.2 14.5 48.7 15.1 50.2 14.3 45.1 14.5 46.5 14.5 46.3 15.8 42.9 13.1 46.1 15.1 44.5 14.3 47.8 15 48.2 14.3 50 15.3 47.3 15.3 42.8 14.2 45.1 14.5 59.6 17 49.1 14.8 48.4 16.3 42.6 13.7 44.4 17.3 44 13.6 48.7 15.7 42.7 13.7 49.6 16 45.3 13.7 49.6 15 50.5 15.9 43.6 13.9 45.5 13.9 50.5 15.9 44.9 13.3 45.2 15.8 46.6 14.2 48.5 14.1 45.1 14.4 50.1 15 46.5 14.4 45 15.4 43.8 13.9 45.5 15 43.2 14.5 50.4 15.3 45.3 13.8 46.2 14.9 45.7 13.9 54.3 15.7 45.8 14.2 49.8 16.8 46.2 14.4 49.5 16.2 43.5 14.2 50.7 15 47.7 15 46.4 15.6 48.2 15.6 46.5 14.8 46.4 15 48.6 16 47.5 14.2 51.1 16.3 45.2 13.8 45.2 16.4 49.1 14.5 52.5 15.6 47.4 14.6 50 15.9 44.9 13.8 50.8 17.3 43.4 14.4 51.3 14.2 47.5 14 52.1 17 47.5 15 52.2 17.1 45.5 14.5 49.5 16.1 44.5 14.7 50.8 15.7 49.4 15.8 46.9 14.6 48.4 14.4 51.1 16.5 48.5 15 55.9 17 47.2 15.5 49.1 15 47.3 13.8 46.8 16.1 41.7 14.7 53.4 15.8 43.3 14 48.1 15.1 50.5 15.2 49.8 15.9 43.5 15.2 51.5 16.3 46.2 14.1 55.1 16 44.5 15.7 48.8 16.2 47.2 13.7 NaN NaN 46.8 14.3 50.4 15.7 45.2 14.8 49.9 16.1 Great job! [Terse] Diagnostic logged (2025-10-06 12:07:38): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_6525e6de-7c38-4f34-bcaa-9ad4ec11c18a.png [Terse] Diagnostic logged (2025-10-06 12:07:48): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_b7663676-c794-4df8-a1a2-83419dccab2c.png [Terse] Diagnostic logged (2025-10-06 12:07:49): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_2f07a3f0-7255-4aeb-9873-6cae11ce55ec.png [Terse] Diagnostic logged (2025-10-06 12:07:49): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_9947a5c1-feb8-4bd7-a5f4-ce58dc5c9296.png [Terse] Diagnostic logged (2025-10-06 12:07:50): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_765f027d-d8fd-456c-9b69-5ef3cc51519d.png [Terse] Diagnostic logged (2025-10-06 12:07:50): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_b2b32d8f-65d9-4de4-8231-2cba2eb41ccb.png [Terse] Diagnostic logged (2025-10-06 12:07:51): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_1eeed2c1-9b35-4d23-9bd2-f23110fe025d.png .>> Running ClusteringMethodsSoln.mlx Great job! Mean1 = 0.5000 4.0000 Mean2 = 1.0000 4.5000 Covariance1 = 1 0 0 1 Covariance2 = 1 0 0 1 Weight1 = 0.5000 Weight2 = 0.5000 WeightedPDFCluster1 = 0.0035 WeightedPDFCluster2 = 0.0021 Probability of belonging to assigned cluster = 0.0035 / (0.0035 + 0.0021) = 0.62246 Mean1 = 1.5000 1.5000 Mean2 = 3.2500 3.0000 Covariance1 = 0.5774 0 0 0.5774 Covariance2 = 0.9574 0 0 0.8165 Weight1 = 0.5000 Weight2 = 0.5000 Try again. Which cluster's values are closer to its centroid? SSE for cluster 1: 19.117547SSE for cluster 2: 2.728535Average Silhouette value for cluster 1: 0.744809Average Silhouette value for cluster 2: 0.970013Davies-Bouldin criterion for 2 clusters: 0.373374Davies-Bouldin criterion for 3 clusters: 0.742861Davies-Bouldin criterion for 4 clusters: 0.595582 [Terse] Diagnostic logged (2025-10-06 12:08:03): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_d43359b2-9f17-4c8e-8ed5-589d80c40c2d.png [Terse] Diagnostic logged (2025-10-06 12:08:10): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_b96ba818-e76f-4b19-83b2-2912033db438.png [Terse] Diagnostic logged (2025-10-06 12:08:11): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_652d5f6b-53b3-46d3-b120-f332cc129d28.png [Terse] Diagnostic logged (2025-10-06 12:08:11): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_640cede0-3a80-4cac-812c-b5dd98e0d1f3.png [Terse] Diagnostic logged (2025-10-06 12:08:12): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_dcf2c4f3-ab92-4adb-bc53-7fe4e968e6bd.png [Terse] Diagnostic logged (2025-10-06 12:08:12): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_e384ee96-81e9-4880-9d39-14839540418d.png [Terse] Diagnostic logged (2025-10-06 12:08:12): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_c70df1d5-0cff-4979-9ea0-49dd0a2411e8.png [Terse] Diagnostic logged (2025-10-06 12:08:13): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_adddf6b5-e64d-4c66-8c64-a08cb052edee.png [Terse] Diagnostic logged (2025-10-06 12:08:13): Figure saved to: --> /tmp/eea3fade-3b87-4aed-b401-15faa369d1f9/Figure_0866166b-3fd1-481d-bf7d-d0b3563e8abc.png . Done SolnSmokeTests __________