This project demonstrates how data science can assist skincare recommendations using content-based filtering based on cosmetic chemical components. We filtered for dry skin moisturizers, tokenized their ingredients, built a sparse matrix, applied t-SNE for similarity mapping, and used Plotly for interactive visual clustering.

Laporan ini berisi sistem manajemen inventaris gudang dengan analisis stok barang dan riwayat pengiriman. Dibuat menggunakan RStudio dengan database SQLite. Fitur: - Tabel barang & pengiriman - Filtering, sorting, dan join data - Visualisasi stok barang

This is the output of 'GeoStoryTelling,' a methodological analytic framework and software tool designed to merge GIS with qualitative analyses to enhance our storytelling projects (published version here https://doi.org/10.1177/16094069251325629). Here, researchers may link their stories and their participants' stories with the places where such stories or narrative take place. The visuals support video, images, music/sounds located in both the web. Moreover, images or pictures may also be read from their local computers. The software is available for Mac and Windows operative systems. YouTube videos are not displayed when the embedded video contains copyrighted information, like music or images. However, if researchers record and upload their own videos or music to YouTube, vimeo, SOUNDCLOUD, or any other streaming platform that allows embedding, they can rely on GeoStoryTelling to share these video or audio recordings to tell more powerful geostories. The legend key reveals more information about each point based on attributes of the name column. Users may decide to add categories instead of unique names, also under this column. For visualization purposes, Geostories located in close distances are grouped together based on a clustering algorithm based on a radius of 80 pixels, or roughly 1.3152E-5 miles. That is, the number ``3'' in this map, indicates that 3 events were clustered together. Clicking in each cluster will automatically zoom in revealing the points located in such a cluster. Users may refresh the browser to reset the HTML or hit the reset button located in the top left side of the map. Note that one of the stories shared deal with the opioid epidemic, which may be triggering, accordingly, viewer discretion is advised (as indicated in the legend). As of June of 2025, the output displays distances and allows editing the final map. This peer-reviewed, published version (see https://doi.org/10.24433/CO.7385885.v5) is now capable to edit the HTML map and add distances amongst places.

jungle animal survival rate & their traits