https://www.davidtambiah.com/analysis-projects daily 1.0 2026-02-11 https://www.davidtambiah.com/analysis-projects/kmeans-pop-art monthly 0.5 2026-02-11 https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770354704174-BLO626302NPWOKFPY2DY/example_dots.png Analysis Projects - Pop Art with k-means clustering https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770354705517-Q8VEDN3ACRT6NM3FEB9W/example_dots_clustered.png Analysis Projects - Pop Art with k-means clustering https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770355079989-PD2NS6V0ABF3L109IN60/bus_stop.png Analysis Projects - Pop Art with k-means clustering https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770354975219-0MVOHFZVBDYWBIK9ZSTX/bus_stop_bw.png Analysis Projects - Pop Art with k-means clustering https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/fe40550c-473f-463c-9fe9-b58af103e2ff/hist_grey.png Analysis Projects - Pop Art with k-means clustering - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770355960910-ORP31CMUKEPJZISVFCG8/bw_kmeans2_clusters.png Analysis Projects - Pop Art with k-means clustering - 2 Clusters https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770356077677-7LBECGROJQXMFMA1DAOA/bw_kmeans3_clusters.png Analysis Projects - Pop Art with k-means clustering - 3 Clusters https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770356095928-AMBXGIC7UAGSWLFHE0SG/bw_kmeans4_clusters.png Analysis Projects - Pop Art with k-means clustering - 4 Clusters https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770356113669-OEGHY3FRGOZ72JNIBIPZ/bw_kmeans5_clusters.png Analysis Projects - Pop Art with k-means clustering - 5 Clusters https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770356131576-YTVRKI7D237E8DF9N8P7/bw_kmeans6_clusters.png Analysis Projects - Pop Art with k-means clustering - 6 Clusters https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770356149741-IH7EL7MJH1K8ZU7PKPS4/bw_kmeans7_clusters.png Analysis Projects - Pop Art with k-means clustering - 7 Clusters https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770356168972-TC10BO0KULONNY708HEL/bw_kmeans8_clusters.png Analysis Projects - Pop Art with k-means clustering - 8 Clusters https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770356186751-D2048IQCC0M3G6DZ0B9S/bw_kmeans9_clusters.png Analysis Projects - Pop Art with k-means clustering - 9 Clusters https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/f351f854-61d9-4893-8c6c-72f1a1c0d63e/Kmeans_eval.png Analysis Projects - Pop Art with k-means clustering - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770357349605-VEUWJWEVR5L2DVBCZXBW/hist_grey.png Analysis Projects - Pop Art with k-means clustering https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770357354125-ONA3SKZX8SGEHT008U07/hist_bw_cluster.png Analysis Projects - Pop Art with k-means clustering https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770357414753-P3SZGOHU5I96GD8XQAUC/hist_cluster.png Analysis Projects - Pop Art with k-means clustering https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/ec228026-4bc0-4672-b045-c48df6716816/popcolours4_kmeans4_smooth.png Analysis Projects - Pop Art with k-means clustering - Now, we can return to our original greyscale image and for each pixel find the cluster it belongs to and recolour it accordingly. With some slight image smoothing, our final result looks like this. https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770357858017-IFN6ZNXYVQSCKGFICSH4/kmeans4_blu%2Bora_smooth.png Analysis Projects - Pop Art with k-means clustering https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770357882291-N3593J3YM1AGGE9FE0FN/kmeans4_pur%2Bpin%2Bora_smooth.png Analysis Projects - Pop Art with k-means clustering https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770357868501-CAWFCYIGSRXV8SQXTY92/kmeans4_pur%2Bora_smooth.png Analysis Projects - Pop Art with k-means clustering https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770357876439-1NDMWOXG66ZBG5DF07L6/kmeans4_pur%2Byel_smooth.png Analysis Projects - Pop Art with k-means clustering https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770358197443-SX3DDR9HZMSB457C69F5/dogs.jpg Analysis Projects - Pop Art with k-means clustering https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770358193060-FK7YBBJBWYJJ7O9XKOIB/bw_kmeans_clusters.png Analysis Projects - Pop Art with k-means clustering https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770358220913-E8GAL3URPH2JO6BVSEVF/kmeans5_vio%2Bpin%2Bora.png Analysis Projects - Pop Art with k-means clustering https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/1770358247133-8WQMJ92KUCSASUSP59ST/nightmarefuel_kmeans5.png Analysis Projects - Pop Art with k-means clustering https://www.davidtambiah.com/analysis-projects/dv monthly 0.5 2025-10-09 https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/a774d202-1beb-4510-843c-a56baf83de11/plain-DV-wide.png Analysis Projects - Factors of Domestic Violence in Victoria - Domestic Violence 2020 - 2024 https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/55ca6444-0c1d-4e68-9fca-56d39a45447a/DV_sine_wide.png Analysis Projects - Factors of Domestic Violence in Victoria - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/87f637b1-7ebc-4889-8fb0-478080409093/DV_weather_wide.png Analysis Projects - Factors of Domestic Violence in Victoria - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/d082e30e-1089-4a75-b83c-4318931677ce/DV_unemployment_wide.png Analysis Projects - Factors of Domestic Violence in Victoria - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/2507025d-3c98-47c9-bfb6-55899a5088c6/DV_Substance_Rs.png Analysis Projects - Factors of Domestic Violence in Victoria Ordered from highest to lowest correlation. https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/79c6c1d0-da76-43a6-9525-f4045670b5cb/DV_regression_models.png Analysis Projects - Factors of Domestic Violence in Victoria - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/73366c6e-a180-49c0-8c0a-56e203153f54/DV_yearly_age_gender_perp.png Analysis Projects - Factors of Domestic Violence in Victoria - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/496017a0-9ecc-435f-a7f3-b763d3a1d513/DV_yearly_age_gender_victim.png Analysis Projects - Factors of Domestic Violence in Victoria - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/87a854f0-e92f-4ec8-807c-2bfa26ab8558/DV_age_gender.png Analysis Projects - Factors of Domestic Violence in Victoria - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.davidtambiah.com/about daily 0.75 2025-10-03 https://images.squarespace-cdn.com/content/v1/68df5fae1962ff4ecbbd8eb2/7a20024e-34e3-4c2a-af68-6b66e40be40f/Chair%2B.png https://www.davidtambiah.com/home-1 daily 0.75 2025-10-03 https://images.squarespace-cdn.com/content/v1/5ec321c2af33de48734cc929/1618497259178-6XJGK9GR6YAVBQL5L519/20140301_Trade-151_012-2.jpg Home https://images.squarespace-cdn.com/content/v1/5ec321c2af33de48734cc929/1607694583486-2PQT0LQ193RL7MCB6DX4/20140228_Trade+151_0046.jpg Home https://images.squarespace-cdn.com/content/v1/5ec321c2af33de48734cc929/1607694644871-IC85FNH781UNZSZEGHDR/Aro+Ha_0428.jpg Home