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The Periplus of the Erythraean Sea : A Network Approach
Open accessAbstract
The Periplus of the Erythraean Sea is a Roman period guide to trade and navigation in the Indian Ocean. Justly famous for offering a contemporary and descriptive account of early Indian Ocean trade, the work has been subject to and a point of departure for numerous studies. Its extensive influence on scholarship is, however, also problematic, as it reflects the limited information and cultural and personal bias of its unknown author. Arguably this might have led scholars to overemphasise so-called western or Roman participation in early Indian Ocean trade. Network analysis allows us to map, visualize and measure interconnectedness in the Periplus Maris Erythraei. Many of these connections are not explicitly mentioned in the text, but by connecting not only places with places, but also products with places that export and import them, we get a partly different impression of Indian Ocean trade from that conventionally gathered from the Periplus. It allows us to ask questions about the relationship between coastal cabotage and transoceanic shipping, to identify regional trading circuits, and unexpected centres of long-distance exchange.
Overview
AI snapshot
Written from the paper’s full text.
TL;DR
The paper applies network analysis to the *Periplus of the Erythraean Sea*, treating its 57 places and 110 products as nodes to visualize and measure connections in early Indian Ocean trade. It argues this approach can reveal regional clusters, supply/demand relationships, and potential non-Roman/Egyptian connections that are less visible in the text’s narrative.
Key findings
- In the explicit port-to-port network, Barygaza in northwest India is the most connected port with 25 connections; Myos Hormos and Berenike share second rank with 15 connections each.
- Adding edges between adjacent ports raises Barygaza from 25 to 27 edges and Malao from four to six edges, a 50% increase in network weight for Malao.
- 20 ports are mentioned without information on incoming or outgoing trade and appear as isolates; Naura on the Konkan coast is highlighted as an example.
- The commodity-port network shows wine could be procured not only from Roman Egypt but also from Muza in Yemen and Apologos in Southern Mesopotamia, revealing a potential Mesopotamian connection to Malao/Somalia not explicitly described in the text.
Methods
- The *Periplus* was converted into a database: 57 places and 110 products were entered into a spreadsheet and assigned IDs 1001–1057 and 2001–2110, using Lionel Casson’s edition; the dataset is available from Bergen Open Research Archive.
- Three edge sets were created: a directed two-mode network linking places and commodities by import/export; an undirected one-mode network of port connections explicitly described in the text; and an undirected proximal point network connecting ports to their nearest neighbours.
- Networks were imported into Gephi for visualization, using Geo Layout for place-place graphs and Force Atlas for the commodity-port graph, with nodes sized by degree.
Limitations
- Stated: data on quantity or volume are mostly absent and only qualitative when present (“in quantity,” “a little”), making quantification impossible; information not in the text is also not a factor in the network.
- Stated: places and regions the *Periplus* author did not care about or did not know of remain in the shadows, even if Arabian, Indian, Persian Gulf, and Bay of Bengal circuits become more visible.
- Evident from the paper’s own framing: over-reliance on the *Periplus* reproduces its limited knowledge and cultural bias, including an emphasis on Egyptian/Roman shipping and underrepresentation of non-Roman/Egyptian agents; the proximal point edges are also described as “admittedly manipulation of the data.”
Model-written summary. Check it against the paper before relying on it.
Integrity signals
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Cites
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Claims the paper makes
0 of 5 cited sources checked · 0 supported · 0 flagged
- Findingnone given
Many connections in the Periplus are not explicitly mentioned in the text.
“Many of these connections are not explicitly mentioned in the text”
Quote in the paperSubstantial claim - Findingown data
The resulting graph reveals that Roman Egypt was not the only supplier of wine.
“The resulting graph reveals that Roman Egypt was not the only supplier of wine.”
Quote in the paperSubstantial claim - Findingown data
20 ports are mentioned in the text without any information on incoming or outgoing trade.
“20 ports are mentioned in the text without any information on incoming or outgoing trade.”
Quote in the paperSubstantial claim - Findingown data
Barygaza in northwest India, with 25 connections to other places described in the Periplus, stands out as the most connected port by far.
“Barygaza in northwest India, with 25 connections to other places described in the Periplus, stands out as the most connected port by far.”
Quote in the paperSubstantial claim - Findingown data
The Egyptian ports of Myos Hormos and Berenike, with 15 connections each, share the second rank.
“The Egyptian ports of Myos Hormos and Berenike, with 15 connections each, share the second rank.”
Quote in the paperNot a substantial claim
- Premisecitation
Mesopotamian ceramics, although of later date, are indeed present in assemblages from ancient port-sites along the coast of Somalia.
“Mesopotamian ceramics, alt-hough of later date, are indeed present in assemblages from ancient port-sites along the coast of Somalia.14”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [14]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationreasoning
The analysis reveals a potential connection between Mesopotamian merchants and Malao not described in the text.
“the analysis reveals a potential connection not described in the text”
Quote in the paperSubstantial claim - Premisereasoning
Roman trade with India has received comparably more attention than networks based in the ports of Arabia, India, the Persian Gulf, and Africa south of Egypt.
“Roman trade with India has received comparably more attention than networks based in the ports of Arabia, India, the Persian Gulf, and Africa south of Egypt”
Quote in the paperSubstantial claim - Interpretationreasoning
By connecting products with places that export and import them, we get a partly different impression of Indian Ocean trade from that conventionally gathered from the Periplus.
“by connecting not only places with places, but also products with places that export and import them, we get a partly different impression of Indian Ocean trade from that conventionally gathered from the Periplus.”
Quote in the paperSubstantial claim - Interpretationreasoning
The graph in figure 3 allows us to look at supply/demand relationship in first-century Indian Ocean trade.
“The advantage of this network is that it allows us to look at supply/demand relationship in first-century Indian Ocean trade.”
Quote in the paperSubstantial claim - Interpretationnone given
The main source of underutilized information in the Periplus is not on the connections between ports, but between ports and commodities.
“The main source of underutilized information in the Periplus is, however, not on the connections between ports, but between ports and commodities.”
Quote in the paperSubstantial claim - Interpretationreasoning
The two-mode commodity-port networks arguably enable us to study how places and regions were integrated in Indian Ocean commerce on a more stable basis than the snapshot given in the Periplus.
“first they arguably enable us to study how places and regions were integrated in Indian Ocean commerce on a more stable basis than the snapshot given in the Periplus.”
Quote in the paperSubstantial claim - Premisereasoning
This provides the background for the well-attested Iranian and Mesopotamian interest in the East African coast from around 600 onwards.
“and also provides the background for the well-attested Iranian and Mesopotamian interest in the East African coast from around 600 onwards.16”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [16]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Probably not a substantial claim. 27
- It may state two separate claims as one. 18
Probably not a substantial claim. It may state two separate claims as one.
Findingnone givenData on quantity or volume remains absent, and information that is not in the text is also not a factor in the network.
“Data on quantity or volume, for instance, remains absent, and information that is not in the text is also not a factor in the network.”
Quote in the paperSubstantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds. It may state two separate claims as one.
Findingnone givenAvalites remains unidentified, but must have been located on the African coastline very near the straits of Bab al-Mandab.
“The other port mentioned, Avalites, remains unidentified, but must have been located on the African coastline very near the straits of Bab al-Mandab”
Quote in the paperNot a substantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
Findingown dataThe resulting graph (fig.2) is not dramatically different from the previous one, but it does highlight regions with many ports.
“The result-ing graph (fig.2) is not dramatically different from the previous one, but it does highlight regions with many ports.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: Ports with close geographic proximity were connected not only to their closest neighbours but also to the second closest and so on.
Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
FindingreasoningThroughout the text the Periplus acknowledges wider trade originating in Arabia, Africa, India, the Persian Gulf and the Malay Peninsula, but mostly as a backdrop to the primary objective.
“Throughout the text the Periplus also acknowledges the wider trade originating in Arabia, Africa, India, the Persian Gulf and the Malay Peninsula, but mostly as a backdrop to the primary objective.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
Findingown dataIn fig. 2 the Gulf of Aden, both coasts of southern India, and northwestern India stand out as regional clusters with groups of well-connected nodes.
“In fig. 2 the Gulf of Aden, both coasts of southern India, and northwestern India stand out as regional clusters with groups of well-connected nodes.”
Quote in the paperSubstantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it.
Findingnone givenThere is no information in figure 3 that is not present in the text of the Periplus.
“As with the network visualised in fig. 1, there is no information in figure 3 that is not present in the text of the Periplus.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
FindingreasoningWine could also be procured from Muza in Yemen, where the commodity was bought as well as sold, and from Apologos in Southern Mesopotamia.
“Wine could also be procured from Muza in Yemen, where the commodity was bought as well as sold and from Apologos in Southern Mesopotamia.”
Quote in the paperSubstantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it.
FindingreasoningThe port Malao can be certainly identified with Berbera in present-day Somalia.
“this port can be certainly identified with Berbera in present-day Somalia.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
Findingown dataBarygaza goes from 25 to 27 edges; Malao goes from four to six edges by adding connections to neighbouring ports, a 50% increase in network weight.
“While the major port of Barygaza goes from 25 to 27 edges, the port of Malao, described in the text with connections to northwestern India (Barygaza), Myos Hormos and Berenike, as well as Muza in present day Yemen, goes from four to six edges by adding connections to neighbouring ports poa 50 % increase in network weight.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: Ports with close geographic proximity were connected not only to their closest neighbours but also to the second closest and so on.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
InterpretationreasoningFinds of ceramics from Tissamaharana in Sri Lanka at Khor Rori in Oman could add nodes and edges to the network that can be analysed in the same manner as those extracted from the Periplus.
“Thus the finds of ceramics from Tissamaharana in Sri Lanka at Khor Rori in Oman,foot_6 could add nodes and edges to the network that can be analysed in the same manner as those extracted from the Periplus.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites foot_6
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim. It may be too vague to check against evidence.
InterpretationreasoningThe visualisation allows us to look for possible connections between non-Roman/Egyptian agents in early Indian Ocean trade that are likely to be underrepresented in the Periplus.
“In this way the visualisation allows us to look for possible connections between non-Roman/Egyptian agents in early Indian Ocean trade that are likely to be underrepresented in the Periplus.”
Quote in the paperNot a substantial claimProbably not a substantial claim. It may be too vague to check against evidence. The paper’s conclusions may not depend on it. The paper may give no reason why it holds. It may state two separate claims as one.
Premisenone givenNetwork analysis is a toolkit that can be used to visualise and measure data.
“Network analysis is a toolkit that can be used to visualise and measure data.”
Quote in the paperNot a substantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
Interpretationnone givenThe Periplus emphasizes shipping from Egypt to Africa, Arabia and India because this was the trade the author or his sources had experience of and special interest in.
“One example is the emphasis on shipping from Egypt to Africa, Arabia and India.This was the trade that the author of the Periplus or his sources had experience of and special interest in.”
Quote in the paperNot a substantial claimProbably not a substantial claim. It may be too vague to check against evidence. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
Interpretationnone givenOne must expect that these ports were also home to seafaring communities.
“One must expect that these ports were also home to seafaring communities.”
Quote in the paperNot a substantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
InterpretationreasoningBarygaza's connectivity is not surprising, given northwestern India's centrality in Western Indian Ocean connectivity as well as its overland connections with Central Asia.
“Barygaza's connectivity is not surprising, given northwestern India's centrality in Western Indian Ocean connectivity as well as its overland connections with Central Asia.”
Quote in the paperNot a substantial claimProbably not a substantial claim. It may be too vague to check against evidence.
InterpretationreasoningOver-reliance on the Periplus will inevitably reproduce the shortcomings of the source.
“Over-reliance on the Periplus will inevitably reproduce the shortcomings of the source.”
Quote in the paperNot a substantial claimProbably not a substantial claim. It may be too vague to check against evidence. The paper may give no reason why it holds. It may state two separate claims as one.
PremisereasoningWhile Mediterranean demand was certainly one important factor in Indian Ocean commerce, the extent and importance of other networks, and their dynamics, remain imperfectly understood.
“while Mediterranean demand was certainly one important factor in Indian Ocean commerce, the extent and importance of other networks, and their dynamics, remain imperfectly understood.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
Interpretationown dataThe visualisation allows us to appreciate the role of Adulis in Eritrea and Muza in Yemen as regional centres of long-distance trade and as gateways in the network, interconnecting wider regional and Indian Ocean scale networks.
“Another benefit of this visualisation is that it allows us to appreciate the role of Adulis in Eritrea and Muza in Yemen as regional centres of long-distance trade and as gateways in the network, interconnecting wider regional and Indian Ocean scale networks.”
Quote in the paperSubstantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
InterpretationreasoningThe Egyptian ports, although clearly among the most important in the network, are primarily noteworthy for their many long-distance connections, which is to be expected, as this commerce was the main interest of the author of the Periplus.
“In contrast the Egyptian ports, although clearly among the most important in the network, are primarily noteworthy for their many longdistance connections, which is to be expected, as this commerce was the main interest of the author of the Periplus.”
Quote in the paperNot a substantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it.
InterpretationcitationIf textiles, minerals, and aromatics move along different trajectories, it is reasonable to assume that they also belonged to different sub-networks, operated by different actors.
“If, for e.g.textiles, minerals, and aromatics move along different trajectories, it is reasonable to assume that they also belonged to different sub-networks, operated by different actors.17”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [17]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- The authors state this as an assumption: If textiles, minerals, and aromatics move along different trajectories, they also belonged to different sub-networks, operated by different actors.
Probably not a substantial claim. It may be too vague to check against evidence. The paper may give no reason why it holds. It may state two separate claims as one.
Premisenone givenAll too often Indian Ocean archaeologists use the Periplus as a source of identification and confirmation of their sites and finds, while historians and philologists use archaeological data to confirm and illustrate the text.
“All too often Indian Ocean archaeologists use the Periplus as a source of identification and confirmation of their sites and finds, while historians and philologists use archaeological data to confirm and illustrate the text.”
Quote in the paperNot a substantial claimProbably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
Interpretationnone givenProduction and demand in different regions is likely to have been relatively stable over time, dependent on which natural resources were locally available, while the fortunes of ports varied with political changes.
“Production and demand in different regions is likely to have been relatively stable over time, dependent on which natural resources were locally available, while the fortunes of ports varied with political changes.”
Quote in the paperNot a substantial claimProbably not a substantial claim. It may be too vague to check against evidence. The paper may give no reason why it holds.
Interpretationnone givenThe Periplus's extensive influence on scholarship is problematic because it reflects the limited information and cultural and personal bias of its unknown author.
“Its extensive influence on scholarship is, however, also problematic, as it reflects the limited information and cultural and personal bias of its unknown author.”
Quote in the paperNot a substantial claimProbably not a substantial claim. It may be too vague to check against evidence. The paper may give no reason why it holds.
Premisenone givenNetwork analysis is neutral with regard to data.
“Finally, and perhaps most importantly, network analysis is neutral with regard to data.”
Quote in the paperNot a substantial claimProbably not a substantial claim. It may be too vague to check against evidence.
InterpretationreasoningThe information offered in the Periplus reflects the limited knowledge, personal interests, and cultural biases of the person and his informants.
“the information offered in this text reflects the limited knowledge, personal interests, and cultural biases of the person and his informants.”
Quote in the paperNot a substantial claimProbably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
Interpretationnone givenNetwork analysis allows mapping, visualizing and measuring interconnectedness in the Periplus Maris Erythraei.
“Network analysis allows us to map, visualize and measure interconnectedness in the Periplus Maris Erythraei.”
Quote in the paperNot a substantial claimProbably not a substantial claim. It may be too vague to check against evidence.
InterpretationreasoningWith regard to the Periplus, network analysis allows us to depart from the narrative of the text and view Indian Ocean trade as it appeared from different points of view.
“With regard to the Periplus it allows us to depart from the narrative of the text and view Indian Ocean trade as it appeared from different points of view.”
Quote in the paperNot a substantial claimProbably not a substantial claim. The paper may give no reason why it holds.
InterpretationreasoningThe commodity-port network can seamlessly integrate archaeological sites and artefacts along with those mentioned in the text.
“The commodity-port network can seamlessly integrate archaeological sites and artefacts alongwith those mentioned in the text.”
Quote in the paperNot a substantial claimProbably not a substantial claim.
PremisecitationNetwork analysis has proven a useful tool for statistical re-visualising of archaeological and textual material, allowing for explicit, and in many cases testable, modelling of connections.
“Network analysis has made major inroads into archaeology and history over the last decade 8 and has, among other things, proven a useful tool for statistical re-visualising of archaeological and textual material, allowing for explicit, and in many cases testable, modelling of connections.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [8]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
It may state two separate claims as one.
Interpretationown dataEven if East Africa was not well known to the author of the Periplus or other classical authors, approaching the lists of exports and imports as a network reveals that people in many places on the Indian Ocean rim, for instance in the Persian Gulf, were interested in goods offered on the East African coastline.
“Thus, even if East Africa was not well known to the author of the Periplus or other classical authors,foot_3 approaching the lists of exports and imports as a network reveals that people in many places on the Indian Ocean rim, for instance in the Persian Gulf, were interested in goods offered on the East African coastline.”
Quote in the paperSubstantial claimProbably not a substantial claim. It may be too vague to check against evidence. It may state two separate claims as one.
Interpretationnone givenThe added value of the visualisation is that it allows us to move from product to product and port to port, and thus explore the entire supply/demand network contained in the Periplus at the same time.
“The added value of the visualisation is that it allows us to move from product to product and port to port, and thus explore the entire supply/demand network contained in the Periplus at the same time.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
InterpretationreasoningWhile the narrative of the Periplus relates only what the author knew was traded in each port, the graph gives access to information on all the places where these products were available.
“While the narrative of the Periplus relates only what the author knew was traded in each port, the graph gives access to information on all the places where these products were available.”
Quote in the paperSubstantial claimProbably not a substantial claim. It may be too vague to check against evidence. It may state two separate claims as one.
InterpretationreasoningWhile Arabian, Indian, Persian Gulf and Bay of Bengal circuits might become more visible by the above exercise, places and regions that the author of the Periplus did not care about, or did not know of, remain in the shadows.
“While Arabian, Indian, Persian Gulf and Bay of Bengal circuits might become more visible by the above exercise, places and regions that the author of the Periplus did not care about, or did not know of, remain in the shadows.”
Quote in the paperNot a substantial claim
The authors state this as an assumption.
Ports with close geographic proximity were connected not only to their closest neighbours but also to the second closest and so on.
“While this is admittedly manipulation of the data, it is quite conservative, as one would expect ports with close geographic proximity to be connected not only to their closest neighbours but also to the second closest and so on.”
The authors state this as an assumption.
If textiles, minerals, and aromatics move along different trajectories, they also belonged to different sub-networks, operated by different actors.
“If, for e.g.textiles, minerals, and aromatics move along different trajectories, it is reasonable to assume that they also belonged to different sub-networks, operated by different actors.17”
The authors state this as an assumption.
The text of the Periplus can be approached as a linkage of overlapping networks.
“In order to extract new information from this much-studied text, 6 we approach it as a linkage of overlapping networks.”
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Davies, P. J. E., & Williamson, C. G. (2025) · Cambridge University Press eBooks · doi:10.1017/9781108993494.028
Globalisation Networks: The Role of Urban Nodes and Ties
Raja, R. (2025) · Cambridge University Press eBooks · doi:10.1017/9781108993494.031
Seland, E. H. (2026) · Palgrave studies in ancient economies · doi:10.1007/978-3-031-90855-2_4
Self-citationSeland, E. H. (2026) · Palgrave studies in ancient economies · doi:10.1007/978-3-031-90855-2_2
Self-citationPalladino, C. (2026) · Oxford University Press eBooks · doi:10.1093/9780197835210.003.0052
The Historical Network Research Bibliography v2.0
Grandjean, M., Bazzan, A. L. C., Kekki, S., O’Brien, L., & Tambs, L. (2026) · IRIS · doi:10.5281/zenodo.23070505
Metadata
- Authors
- SELAND, E. H.
- Affiliations
- University of Bergen (NO)
- Corresponding author
- SELAND, Eivind Heldaas
- Venue
- The Asian review of World Histories
- Publisher
- Walter de Gruyter GmbH
- Published
- 2016-08-23
- Volume
- 4
- Issue
- 2
- Pages
- 191-205
- ISSN
- 2287-965X (ISSN-L)
- OpenAlex
- W2552681226
- Semantic Scholar
- 6844683f6c43cbcfdf8dfdc604516c964e0a15b6
- Cited by
- 45
- References
- 4
- Citations by year
- 2026: 4 · 2025: 3 · 2024: 5 · 2022: 12 · 2021: 1 · 2020: 14 · 2019: 3 · 2018: 2 · 2017: 1
- FWCI
- 27.55
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- other-oa
- Locations
- The Asian review of World Histories (publishedVersion, other-oa)
- NORA - Norwegian Open Research Archives (submittedVersion, other-oa)
- Topics
- Social Sciences › Arts and Humanities › History › Global Maritime and Colonial Histories
- Social Sciences › Arts and Humanities › Archeology (arts and humanities) › Maritime and Coastal Archaeology
- Social Sciences › Arts and Humanities › Classics › Classical Antiquity Studies
- Keywords
- Periplus of the Erythraean Sea, Indian Ocean trade, Roman period, network analysis, trade routes, long-distance exchange
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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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