GRAPHS FOR THE ELABORATION OF GEMSTONES NETWORKS IN ROMAN EMPIRE: PLINY’S VISION. KEYWORDS Gems, Egypt, Roman trade, gemmae, networks, hub, luxury, elite, Pliny, Natural History. DATA Files in .gdf / .gephi (which can be read by GEPHI) to obtain the representation of a network where meeting places of objects are associated with their places of origin. The Python program represents the network for a given time interval. The mission of this text is to make the routines easy for an unfamiliar user. Databases usually require a standardization before being able to run a program on them, since the program has been programmed to receive the data in a specific way. The objective of the program is to filter certain years from a given database and generate the network between stamps and discovery sites. The program in question is called network-provinces.py and is written in Python 2.7. The data are the result of cleaning processes of the data used here belong to the year 2021. The data in general are gemstones consumed in Roman markets and featured in book 37 of Pliny's Natural History. NOMENCLATURE ** JPG Gems Vistorian Figures 1-2 EG = Egypt ALL = all ** JPG Gems Vistorian Figures 3-4 BLN = Berlin Museum JPGM = J. Paul Getty Museum XTN= Colonia Ulpia Traiana (Xanten) BOL= The Archaeological Civic Museum of Bologna VNZ = Venice National Archaeological Museum LNI = Luni UDN = Udine Museum VLC = University of Valencia GAU = Gaul BAR = Bari Museum FILES: ** JPG Gems Vistorian Figures 1-2 ** JPG Gems Vistorian Figures 3-4 ** GEMAS procedencia tabla ** gemmes.gdf ** gemmes.png ** Gems.py ** io_functions.py AUTHORS: 1. Jordi Pérez González University of Girona ORCID: 0000-0001-5039-3883 ACKNOWLEDGEMENTS Clàudia Plana Par, Brigit Nonó Rius and Repositori Digital de la UdG (https://dugi-doc.udg.edu/)