Gemstones in WA
Co-occurrence graph of Entities
Hierarchical clustering
t-SNE
LDA Topic Modeling
K-Means Clustering
CLUSTER 1: hematite, iron, chromium, corundum, dolomite, emerald, feldspar, manganese, marble, pegmatite, silver, aquamarine, aventurine, fancy, microcrystalline quartz, moonstone, moss opal, onyx, turgite, basalt, basaltic, breccia, schist, shale, bolgart, bridgetown, coolgardie, goongarrie, koolyanobbing, kununurra, meekatharra, mungari, newman, quairading, ravensthorpe, serpentine, watheroo, yalgoo, mineralization, ellendale 9 lamproite, noondine chert, springvale intrusion, silica, industrial minerals, granodiorite, amphibolite, hematite, iron, chromium, corundum, dolomite, emerald, feldspar, manganese, marble, pegmatite, silver, aquamarine, aventurine, fancy, microcrystalline quartz, moonstone, moss opal, onyx, turgite, basalt, basaltic, breccia, schist, shale, bolgart, bridgetown, coolgardie, goongarrie, koolyanobbing, kununurra, meekatharra, mungari, newman, quairading, ravensthorpe, serpentine, watheroo, yalgoo, mineralization, ellendale 9 lamproite, noondine chert, springvale intrusion, silica, industrial minerals, granodiorite, amphibolite
CLUSTER 2: tiger eye, amethyst, beryl, copper, nickel, prehnite, talc, topaz, tourmaline, crocidolite, freshwater, kimberlite, opaline, rock crystal, rose quartz, thulite, viridine, boogardie, cue, gascoyne junction, kundip, lake king, menzies, moora, northampton, peak hill, toodyay, cenozoic, clay, tiger eye, amethyst, beryl, copper, nickel, prehnite, talc, topaz, tourmaline, crocidolite, freshwater, kimberlite, opaline, rock crystal, rose quartz, thulite, viridine, boogardie, cue, gascoyne junction, kundip, lake king, menzies, moora, northampton, peak hill, toodyay, cenozoic, clay
CLUSTER 3: western australia, quartz, andalusite, diamond, gold, jasper, lepidolite, limestone, turquoise, agate, chalcedony, citrine, goshenite, morganite, native silver, nephrite, smoky quartz, specularite, unakite, gneiss, siltstone, balingup, bencubbin, boulder, bunbury, denmark, donnybrook, grey, halls creek, laverton, londonderry, marchagee, nannine, norseman, northam, nullagine, preston, southern cross, three springs, wickepin, yerilla, metal, greenbushes pegmatite, archean, dolerite, sandstone, western australia, quartz, andalusite, diamond, gold, jasper, lepidolite, limestone, turquoise, agate, chalcedony, citrine, goshenite, morganite, native silver, nephrite, smoky quartz, specularite, unakite, gneiss, siltstone, balingup, bencubbin, boulder, bunbury, denmark, donnybrook, grey, halls creek, laverton, londonderry, marchagee, nannine, norseman, northam, nullagine, preston, southern cross, three springs, wickepin, yerilla, metal, greenbushes pegmatite, archean, dolerite, sandstone
CLUSTER 4: gemstones, perth, barite, calcite, chrysoprase, fluorite, jade, rhodonite, variscite, zebra rock, granite, paleoproterozoic, broome, carnarvon, derby, dowerin, goomalling, greenbushes, karratha, mount magnet, mukinbudin, ora banda, paraburdoo, ranford, westonia, widgiemooltha, gemstones, perth, barite, calcite, chrysoprase, fluorite, jade, rhodonite, variscite, zebra rock, granite, paleoproterozoic, broome, carnarvon, derby, dowerin, goomalling, greenbushes, karratha, mount magnet, mukinbudin, ora banda, paraburdoo, ranford, westonia, widgiemooltha
CLUSTER 5: crystal, garnet, iron ore, magnesite, mica, opal, pyrite, quartzite, salt, spodumene, alexandrite, amazonite, amethyst quartz, carnelian, chert, chiastolite, chrysotile, common opal, crazy lace agate, dravite, elbaite, fuchsite, heliodor, iolite, onyx marble, precious opal, ruby, sapphire, watermelon tourmaline, diorite, lamproite, monzogranite, murchison, beverley, bulong, gabanintha, hopetoun, kalgoorlie, kambalda, leonora, marble bar, mount margaret, noongal, perenjori, pinjarra, roebourne, maddina formation, ranford formation, conglomerate, mudstone, sand, gabbro, williams,