Bruno de Souza Barreto ORCID logo

Fabrício Ferraz Gerardi ORCID logo

Fernando Orphão de Carvalho ORCID logo

Tiago Tresoldi ORCID logo

Abstract

Between AD 1000 and 1500, the Koriabo Tradition expanded extensively, spanning the Guianas and the lower Amazon, persisting into the 16th and 17th centuries in the Caribbean and select Amazon areas. Notably, despite its wide distribution, Koriabo ceramics displayed remarkable consistency in motifs and some vessel shapes. This paper combines radiocarbon and linguistic models to explore a dual-process hypothesis of Koriabo expansion, marked by cultural transmission and demic diffusion closely linked to the dispersals of Cariban languages. We suggest this interplay facilitated rapid dissemination and established partially uniform archaeological patterns across the landscape.This page regards the supplementary material, where we present the code and deatils of the radiocarbon model are presented. To access the linguistic phylogenetic model, click here.

Keywords: Koriabo Pottery, Amazonia, Carib-speaking peoples, Exchange Networks, Demic Diffusion

click here to access the repository and the raw data employed in this model.

For the lexical database used in the paper, go to the GitHub repository here.

Libraries and raw data

library(tidyverse)
library(rcarbon)
library(rnaturalearth)
library(sf)
library(prettymapr)
library(knitr)
library(leaflet)
library(leaflet.extras)
library(htmlwidgets)
library(sp)
library(rgdal)
library(magrittr)

Shapefiles

# Loadding required shapefiles
koriaboPottery <- sf::read_sf("data_raw/koriabo.shp", crs = 4326)             # Shapefile for the distribution of Koriabo pottery
caribanLanguages <- sf::read_sf("data_raw/cariban_languages.shp", crs = 4326) # Shapefile for the distribution of Cariban Languages
#caribanPoints <- sf::read_sf("data_raw/cariban_points.shp", crs = 4326)          # Shapefile for group ethnomies base on Nimuendaju's map
water <- sf::read_sf("data_raw/sa_water.shp", crs = 4326)                     # Shapefile of Hydrography
world <- rnaturalearth::ne_countries(scale = 'medium', type = 'map_units', returnclass = 'sf') # Loading world layer vector
dated_sites <- read.csv("data_raw/dated_sites.csv", header =) %>%                       #Dates sites with Koriabo Pottery
  st_as_sf(
    coords = c(13, 14),
    crs = 4326
  )
#Points of Cariban languages in our phylogeny
caribanPoints <- read.csv("data_raw/cariban_points.csv", header =) %>%                       
  st_as_sf(
    coords = c(5, 6),
    crs = 4326
  )

#All radiocarbon dates for loading into the Rmarkdown
datesTable <- read.csv("data_raw/dates_table.csv")

Preparing the data

# Creation and management of data frame for all radiocarbon dates
c14dates <- read.csv("data_raw/c14dates.csv")                # reading the CSV file with radiocarbon dates
c14dates$site <- factor(c14dates$site)                       # converting the column 'dates' in a factor
c14dates$country_state <- factor(c14dates$country_state)     # converting the column 'country_state' in a factor
c14dates$culture <- factor(c14dates$culture)                 # converting the column 'culture' in a factor

1. Introduction

Introduction

This document was elaborated as the Supplementary Material for the paper entitled Demic Diffusion and Cultural Transmission? Assessing the spread of Koriabo Tradition as an archaeological correlate of the Cariban language expansions, submitted to the Journal Antiquity. It is intended to show only the code and plot results of the radiocarbon modeling for Koriabo pottery, made up by means of the rcarbon package. It does not contain interpretation for the archaeological analysis.

To access the repository of this file, contaning the raw data employed on the model, click here.

2. Maps

This webmap shows the distribution of all known sites with Koriabo pottery (settlements and trade finds), the precise location of dated sites, an overall distribution of Cariban Languages (both historical and present day), and the location of the Cariban Languages used to build the linguistic phylonegy presented in the paper.

Click on the features below to see the information about the Cariban languages and Archaeological sites considered in this study.

Click here to see this map in a full screen page

3. The Radiocarbon dataset

The total amount of radiocarbon dates

An amount of 108 radiocarbon dates were systematically compiled and categorised by geographical regions. The dataset encompasses 41 distinct archaeological sites distributed across five designated regions, which we have identified as follows: 1) Western Guyana; 2) Suriname; 3) French Guiana; 4) Amapá-Estuary; and 5) Lower Amazon/Xingu-Iriri rivers (LA/Xingu-Iriri).

All radiocarbon dates within this dataset pertain to sites either attributed to the presence of Koriabo pottery (settlements) or to contexts featuring specific deposits of Koriabo ceramic vessels (traded ceramics). The largest number of radiocarbon dates is associated with sites in French Guiana (46), while Western Guyana contributes only four dates. Additionally, we have included dates linked to the Cacapari phase of the lower Xingu River (Perota 1992), which we consider to be assigned with Koriabo tradition (for further details on the radiocarbon dataset, please refer to the Supplementary Material).

The distribution of radiocarbon ages illustrates a discernible pattern, with earlier dates concentrated along the Western Guyana coast and in Suriname, while most dates fall within the range of 1000 to 500 years BP. The plot reveals two outliers associated with the Amapá-Estuary subset. To accommodate this, two separate models were constructed—one incorporating these outliers and another omitting them.

The radiocarbon modeling was executed with the Rcarbon package within RStudio (Crema & Bevan 2021). All dates were calibrated and aggregated in a Monte-Carlo Summed Probability Distribution (MCSPD) binned by site-occupation in intervals of 200 years The MCSPD shows a first growth moment starting after AD 500 and a second one at AD 1000. A third peak after AD 1500 is related both to the persistence of Koriabo pottery in early colonial times and to some dates after 300 BP (Figure 5). Furthermore, additional tests - including the Exponential Growth Model (EGM), Permutation and Spatial Permutation tests - were conducted, adhering to the criteria outlined by Crema & Bevan (2021). All radiocarbon dates underwent calibration employing a mixed atmospheric curve, incorporating 50% of SHCal20 and 50% of IntCal20, as recommended by Marsh et al. (2018) for Tropical South America.

Site Laboratory Number 14C Age Errors Exclude? Country/State Region Original Affiliation Culture Context Source
Waiwaru Market Beta 26749 2150 100 No Guyana 1-W Guyana Koriabo 1 - Koriabo Settlement Williams 1993
Quartz Island Beta 41946 2030 70 No Guyana 1-W Guyana Koriabo 1 - Koriabo Settlement Williams 2003
Lanciana Island Beta 57594 1780 100 No Guyana 1-W Guyana Koriabo 1 - Koriabo Settlement Williams 2003
Lanciana Island Beta 57593 1470 90 No Guyana 1-W Guyana Koriabo 1 - Koriabo Settlement Williams 2003
Woi Creek Beta 40998 1090 50 No Guyana 1-W Guyana Koriabo 1 - Koriabo Settlement Williams 2003
Commetewane GrN-1899 1310 45 No Suriname 2-Suriname Koriabo 1 - Koriabo Settlement Versteeg 2003
Hanover GrN-4414 1130 40 No Suriname 2-Suriname Koriabo 1 - Koriabo Settlement Versteeg 2003
Moengo-Boesmanhill GrN-4239 970 70 No Suriname 2-Suriname Koriabo 1 - Koriabo Settlement Versteeg 2003
Coreoni-Eiland GrN-2174 785 50 No Suriname 2-Suriname Koriabo 1 - Koriabo Ceramic Trade Versteeg 2003
Blauwgrond 2 GrN-2173 520 50 No Suriname 2-Suriname Koriabo 1 - Koriabo Settlement Versteeg 2003
Moricokreek GrN-2321 455 65 No Suriname 2-Suriname Koriabo 1 - Koriabo Settlement Versteeg 2003
Christiaankondre GrN-4241 440 50 No Suriname 2-Suriname Koriabo 1 - Koriabo Settlement Versteeg 2003
Bigiston GrN-4240 410 60 No Suriname 2-Suriname Koriabo 1 - Koriabo Settlement Versteeg 2003
Petit Saut 230 OBDY-1227 850 40 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Settlement Vacher et al 1998
Petit Saut 230 OBDY-1326 840 40 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Settlement Vacher et al 1998
Petit Saut 230 OBDY-1412 790 40 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Settlement Vacher et al 1998
Petit Saut 230 OBDY-1324 800 40 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Settlement Vacher et al 1998
Petit Saut 230 OBDY-1350 730 40 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Settlement Vacher et al 1998
Petit Saut 230 OBDY-1229 510 40 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Settlement Vacher et al 1998
Petit Saut 223 OBDY-1313 970 40 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Ceramic Trade Vacher et al 1998
Petit Saut 223 OBDY-1257 940 40 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Ceramic Trade Vacher et al 1998
Petit Saut 223 OBDY-1264 930 40 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Ceramic Trade Vacher et al 1998
Petit Saut 223 OBDY-1311 900 50 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Ceramic Trade Vacher et al 1998
Petit Saut 223 OBDY-1335 880 50 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Ceramic Trade Vacher et al 1998
Petit Saut 223 OBDY-1262 880 40 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Ceramic Trade Vacher et al 1998
Petit Saut 223 OBDY-1399 750 50 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Ceramic Trade Vacher et al 1998
Petit Saut 223 OBDY-1369 670 40 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Ceramic Trade Vacher et al 1998
Petit Saut 223 OBDY-1411 620 50 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Ceramic Trade Vacher et al 1998
Petit Saut 223 OBDY-1328 540 40 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Ceramic Trade Vacher et al 1998
Petit Saut 223 OBDY-1414 490 50 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Ceramic Trade Vacher et al 1998
Petit Saut 223 OBDY-1339 430 40 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Ceramic Trade Vacher et al 1998
Petit Saut 172 Arc-969 965 60 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Settlement Vacher et al 1998
Petit Saut 172 OBDY-1354 930 50 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Settlement Vacher et al 1998
Petit Saut 172 OBDY-1280 850 40 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Settlement Vacher et al 1998
Petit Saut 172 OBDY-40 750 40 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Settlement Vacher et al 1998
Petit Saut 172 OBDY-1221 600 50 No French Guiana 3-French Guiana Koriabo-Arauquinoid 1 - Koriabo Settlement Vacher et al 1998
Pointe Balate POZ-46912 920 30 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Van den Bel et al 2020
Pointe Balate KIA-36137 835 35 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Van den Bel et al 2020
Pointe Balate KIA-36136 795 25 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Van den Bel et al 2020
Pointe Balate KIA-36134.2 325 25 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Van den Bel et al 2020
Crique Sparouine KIA-32396 750 25 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Van den Bel 2010
Crique Sparouine KIA-32394 585 20 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Van den Bel 2010
Chemin St Louis Poz-30945 885 30 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Van den Bel 2015
Chemin St Louis Poz-36925 730 30 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Van den Bel 2015
Tania KIA-26021 673 24 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Van den Bel 2015
Tania KIA-26022 408 20 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Van den Bel 2015
Saut Saillat KIA-31240 426 19 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Hildebrand 2008
Saut Saillat KIA-31242 390 19 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Hildebrand 2008
Saut Saillat KIA-31239 361 24 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Hildebrand 2008
Saut Mapaou-Mapaou GIF-6956 410 60 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Rostain 1994
Saut Mapaou-Mapaou OBDY-728 240 50 Yes French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Rostain 1994
Pointe Morne UGAMS-4039 520 25 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Van den Bel et al 2020
Pointe Morne UGAMS-4026 500 30 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Van den Bel et al 2020
Pointe Morne UGAMS-4031 470 30 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Van den Bel et al 2020
Pointe Morne UGAMS-4030 460 30 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Van den Bel et al 2020
Pointe Morne UGAMS-4032 450 25 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Van den Bel et al 2020
Pointe Morne UGAMS-4035 410 25 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Van den Bel et al 2020
Pointe Morne UGAMS-4040 390 25 No French Guiana 3-French Guiana Koriabo 1 - Koriabo Settlement Van den Bel et al 2020
MMX 01 Beta 255793 1260 40 Yes Amapá 4-Amapa-Estuary Koriabo 1 - Koriabo Settlement Saldanha and Cabral 2010
Barragem do Taboca Beta 255012 810 30 No Amapá 4-Amapa-Estuary Koriabo 1 - Koriabo Settlement Nunes Filho 2010
Prainha de Pedra Poz-162170 495 30 No Amapá 4-Amapa-Estuary Koriabo 1 - Koriabo Settlement This paper
Paredão Leste Poz-162174 455 30 No Amapá 4-Amapa-Estuary Koriabo 1 - Koriabo Settlement This paper
Laranjal do Jari 1 Beta 409496 1180 30 Yes Amapá 4-Amapa-Estuary Koriabo 1 - Koriabo Settlement Barreto 2015
Laranjal do Jari 1 Beta 409484 880 30 No Amapá 4-Amapa-Estuary Koriabo 1 - Koriabo Settlement Barreto 2015
Laranjal do Jari 1 non-mentioned 790 30 No Amapá 4-Amapa-Estuary Koriabo 1 - Koriabo Settlement Barreto 2015
Laranjal do Jari 1 Beta 290847 660 40 No Amapá 4-Amapa-Estuary Koriabo 1 - Koriabo Settlement Barreto 2015
Laranjal do Jari 1 Beta 398066 610 30 No Amapá 4-Amapa-Estuary Koriabo 1 - Koriabo Settlement Barreto 2015
Laranjal do Jari 1 Beta 409485 600 30 No Amapá 4-Amapa-Estuary Koriabo 1 - Koriabo Settlement Barreto 2015
Laranjal do Jari 1 Beta 409497 530 30 No Amapá 4-Amapa-Estuary Koriabo 1 - Koriabo Settlement Barreto 2015
Laranjal do Jari 2 non-mentioned 740 30 No Amapá 4-Amapa-Estuary Koriabo 1 - Koriabo Settlement Barreto 2015
Laranjal do Jari 2 Poz-162392 685 30 No Amapá 4-Amapa-Estuary Koriabo 1 - Koriabo Settlement This paper
Laranjal do Jari 2 Poz-162394 590 30 No Amapá 4-Amapa-Estuary Koriabo 1 - Koriabo Settlement This paper
Laranjal do Jari 2 Poz-162395 585 30 No Amapá 4-Amapa-Estuary Koriabo 1 - Koriabo Settlement This paper
Barcarena 1 non-mentioned 960 60 No Amapá 4-Amapa-Estuary Koriabo 1 - Koriabo Unknown Panachuk 2014
Curiau Mirim non-mentioned 720 30 No Amapá 4-Amapa-Estuary Koriabo-Caviana-Mazagão 1 - Koriabo Ceramic Trade Gambim-Junior 2016
Curiau Mirim Beta 433345 660 30 No Amapá 4-Amapa-Estuary Koriabo-Caviana-Mazagão 1 - Koriabo Ceramic Trade Gambim-Junior 2016
Curiau Mirim Beta 433346 630 30 No Amapá 4-Amapa-Estuary Koriabo-Caviana-Mazagão 1 - Koriabo Ceramic Trade Gambim-Junior 2016
Curiau Mirim Poz-162396 435 30 No Amapá 4-Amapa-Estuary Koriabo-Caviana-Mazagão 1 - Koriabo Ceramic Trade Gambim-Junior 2016
Curiau Mirim Beta 433347 360 30 No Amapá 4-Amapa-Estuary Koriabo-Caviana-Mazagão 1 - Koriabo Ceramic Trade Gambim-Junior 2016
CTUEAP Poz-162398 660 30 No Amapá 4-Amapa-Estuary Koriabo-Mazagão 1 - Koriabo Ceramic Trade This paper
CTUEAP Poz-162399 665 30 No Amapá 4-Amapa-Estuary Koriabo-Mazagão 1 - Koriabo Ceramic Trade This paper
Ibama - 850 40 No Pará 5-LA/Xingu-Iriri Koriabo 1 - Koriabo Settlement Silva 2018
Ibama - 580 20 No Pará 5-LA/Xingu-Iriri Koriabo 1 - Koriabo Settlement Silva 2018
PA-MT-59 Coroata Beta 349952 590 30 No Pará 5-LA/Xingu-Iriri Koriabo-Santarém 1 - Koriabo Hybrid Barreto and Nascimento 2016
PA-AL-17 Criajo Beta 17145 910 60 No Pará 5-LA/Xingu-Iriri Cacarapi 1 - Koriabo Settlement Perota 1992
PA-AL-17 Criajo Beta 17147 890 70 No Pará 5-LA/Xingu-Iriri Cacarapi 1 - Koriabo Settlement Perota 1992
PA-AL-17 Criajo Beta 17146 790 80 No Pará 5-LA/Xingu-Iriri Cacarapi 1 - Koriabo Settlement Perota 1992
PA-AL-17 Criajo Beta 17144 620 70 No Pará 5-LA/Xingu-Iriri Cacarapi 1 - Koriabo Settlement Perota 1992
PA-AL-17 Criajo SI-3512 530 60 No Pará 5-LA/Xingu-Iriri Cacarapi 1 - Koriabo Settlement Perota 1992
PA-AL-39 Itapinima Beta 17130 640 80 No Pará 5-LA/Xingu-Iriri Cacarapi 1 - Koriabo Settlement Perota 1992
PA-AL-39 Itapinima Beta 17133 600 70 No Pará 5-LA/Xingu-Iriri Cacarapi 1 - Koriabo Settlement Perota 1992
PA-AL-39 Itapinima Beta 17132 570 80 No Pará 5-LA/Xingu-Iriri Cacarapi 1 - Koriabo Settlement Perota 1992
PA-AL-39 Itapinima SI-4344 485 90 No Pará 5-LA/Xingu-Iriri Cacarapi 1 - Koriabo Settlement Perota 1992
PA-AL-39 Itapinima Beta 17131 460 50 No Pará 5-LA/Xingu-Iriri Cacarapi 1 - Koriabo Settlement Perota 1992
PA-AL-39 Itapinima Beta 17128 400 90 No Pará 5-LA/Xingu-Iriri Cacarapi 1 - Koriabo Settlement Perota 1992
PA-AL-39 Itapinima SI-4345 275 75 Yes Pará 5-LA/Xingu-Iriri Cacarapi 1 - Koriabo Settlement Perota 1992
PA-AL-39 Itapinima Beta 17129 270 60 Yes Pará 5-LA/Xingu-Iriri Cacarapi 1 - Koriabo Settlement Perota 1992
PA-AL-13 Boa Vista II Beta 17124 770 80 No Pará 5-LA/Xingu-Iriri Cacarapi 1 - Koriabo Settlement Perota 1992
PA-AL-13 Boa Vista II SI-3509 585 60 No Pará 5-LA/Xingu-Iriri Cacarapi 1 - Koriabo Settlement Perota 1992
PA-AL-15 Cacarapi II Beta 17126 800 70 No Pará 5-LA/Xingu-Iriri Cacarapi 1 - Koriabo Settlement Perota 1992
PA-AL-15 Cacarapi II SI-3512 520 55 No Pará 5-LA/Xingu-Iriri Cacarapi 1 - Koriabo Settlement Perota 1992
PA-BI-04 Cachoeira Grande SI 4351 600 60 No Pará 5-LA/Xingu-Iriri Cacarapi 1 - Koriabo Settlement Perota 1992
Palmeiras MAMS-43998 477 21 No Pará 5-LA/Xingu-Iriri Koriabo-Tupiguarani 1 - Koriabo Settlement Ferraz et al. 2023
Palmeiras Beta-552227 810 30 No Pará 5-LA/Xingu-Iriri Koriabo-Tupiguarani 1 - Koriabo Settlement Scientia 2020
Vila Rica 2 Beta-554251 850 30 No Pará 5-LA/Xingu-Iriri Koriabo 1 - Koriabo Settlement Castro et al. 2020
Santo Antonio 10 OxA-33034 843 27 No Pará 5-LA/Xingu-Iriri Koriabo 1 - Koriabo Unknown Müller et al 2016

References

BARRETO, B. de S. 2015. Diacronia e cultura material no sítio Laranjal do Jari 01: um assentamento associado às cerâmicas Jari e Koriabo, baixo rio Jari, sul do Amapá (670 –1450 AD) (Master Dissertation). Dissertação de Mestrado, Laranjeiras: Universidade Federal de Sergipe.

BARRETO, C., H. NASCIMENTO & E. da S. PEREIRA. 2016. Lugares persistentes e identidades distribuídas no baixo Amazonas: complexos cerâmicos pré-coloniais de Monte Alegre, Pará. Revista de Arqueologia 29: 55–85.

CASTRO, A.M., L.M. MÜLLER, Í.L.S. HEINEN & R. KIPNIS. 2020. The Koriabo Pottery at the Volta Grande do Rio Xingu, in Koriabo from the Caribbean Sea to the Amazon River: 203–25.

Crema, E.R. & A. Bevan. 2021. Inference from large sets of radiocarbon dates: software and methods. Radiocarbon 63. Cambridge University Press: 23–39.

FERRAZ, T. et al. 2023. Genomic history of coastal societies from eastern South America. Nature Ecology & Evolution 7: 1315–30. https://doi.org/10.1038/s41559-023-02114-9. https://doi.org/10.1038/s41559-023-02114-9.

GAMBIM JÚNIOR, A. 2016. Corpo, vida e morte na foz do rio Amazonas: as estruturas funerárias do sítio Curiaú Mirim I/AP. Rio de Janeiro: Universidade do Rio de Janeiro.

HILDEBRAND, M. 2008. Saut-Saillat: une occupation diachronique sur berge haute (Guyane Française). Cayenne.

Marsh, E.J., M.C. Bruno, S.C. Fritz, P. Baker, J.M. Capriles & C.A. Hastorf. 2018. IntCal, SHCal, or a Mixed Curve? Choosing a 14C Calibration Curve for Archaeological and Paleoenvironmental Records from Tropical South America. Radiocarbon 60: 925–40.

MÜLLER, L.M., R. KIPNIS, M. do C. MATTOS & S.B. CALDARELLI. 2016. Considerações iniciais sobre a cerâmica arqueológica da Volta Grande do Xingu, in C. Barreto, H.P. Lima & C.J. Betancourt (ed.) Cerâmicas Arqueológicas da Amazônia: Rumo a uma nova síntese: 196–209. Belém: Iphan/Museu Paraense Emílio Goeldi.

NUNES FILHO, E. P. 2010. Condições ecológicas de ocupação humana na região do Amapari no período pré-colonial. NAEA/UFPA, Belém.

PANACHUK, L. 2016. A diversidade das coisas: modos de expressão na cerâmica Tupiguarani da Ilha de São Luís e arredores, Maranhão/Brasil. Arquivos do Museu de História Natural e Jardim Botânico da UFMG 25.

PEROTA, C. 1992. Adaptação agrícola no baixo Xingu, in B.J. Meggers (ed.) Prehistoria Sudamericana: 211–18. Santiago: Taraxacum.

SALDANHA, J.D. de M. & M.P. CABRAL. 2010. Arqueologia do Amapá: reavaliação e novas perspectivas., in PEREIRA, E. & V. Guapindaia (ed.) EIAA I. Vol. 1. Belém: Museu Paraense Emílio Goeldi.

SCIENTIA, C.C. 2020. Arqueologia Preventiva nas áreas de intervenção da UHE Belo Monte, Rio Xingu, PA: Relatório Parcial 15 (Atividades de Laboratório). São Paulo.

SILVA, A.F.C. 2018. Caracterização morfológica, física e química de terra preta arqueológica e sambaqui associados na Amazônia. Universidade Federal Rural da Amazônia, Belém.

VACHER, S., S. JÉREMIE & J. BRIAND. 1998. Amérindiens du Sinnamary (Guyane): archéologie en forêt équatoriale. (ed.)D. d’archéologie française. Paris: Maison des Sciences de L’Home.

VAN DEN BEL, M. 2010. A Koriabo site on the lower Maroni river: results of the preventive archaeological excavation at Crique Sparouine, French Guiana, in E. Pereira & V. Guapindaia (ed.) Arqueologia Amazônica, 1: 62–93. Belém: Museu Paraense Emílio Goeldi.

VAN DEN BEL, M. 2015. Archaeological investigations between Cayenne Island and the Maroni river: a cultural sequence of western coast French Guiana from 5000 BP to present. Leiden: Sidestone Press.

VAN DEN BEL, M., M. HILDEBRAND & M. MESTRE. 2020. Koriabo in French Guiana: cultural expansion in the Guianas during the late prehistoric times, in C. Barreto, H.P. Lima, S. Rostain & C.L. Hofman (ed.) Koriabo: from the Caribbean Sea to the Amazon River: 81–96. Belém: Museu paraense Emilio Goeldi/Leiden University.

VERSTEEG, A. 2003. Suriname Before Columbus. Paramaribo: Stichting Surinaams Museum.

WILLIAMS, D. 1993.The Forms of the Shamanic Sign in the Prehistoric Guianas. Archaeology and Anthropology 9. pp. 3–23.

WILLIAMS, D. 2003. Prehistoric Guiana. Kingston ; Miami: Ian Randle Publishers.

4. Model with outliers

Calibrating 14C Dates

# Calibrating the radiocarbon dates

c14koriabo <- subset(c14dates, culture == "1 - Koriabo") # Extracting a Koriabo subset of Radiocaron dates

c14calibration_koriabo <- calibrate(
  x = c14koriabo$age,          # The radiocarbon age for each of the 135 radiocarbon dates
  errors = c14koriabo$std,     # Standard deviation of each radiocarbon date
  method = "mixed",            # Method for mixing the radiocarbon atmospheric curves
  mixed.curves = TRUE,         # Enabling the argument for mixing the atmospheric curves
  intcal20 = intcal20(),       # Calling the IntCal20 atmospheric curve for Northern Hemisphere
  shcal20 = shcal20(),         # Calling the ShCal20 atmospheric curve for Southern Hemisphere
  normalised = FALSE           # The data are not normalized in order to avoid false peaks in the SPD model
)

# Creating a Time Range object for running the analyses
timeRange <- c(
  2300,  # Starting point on 2300 BP (BC 300)
  300    # Ending point on 300 BP (AD 1700)
) 

Summed Probability Distribution (SPD) and a Growth Population Model

Summed Probability Distribution (SPD)

spd_koriabo <- spd(                  # Generation fo the SPD of Santarém radiocarbon dates
  c14calibration_koriabo,            # Using the Koriabo radiocarbon calibrations
  timeRange = timeRange              # Time Range from 2300 BP to 300 BP 
)

Binning the SPD Model

bins_c14calibration <- binPrep(    # Generation of an object for the bins
  sites = c14koriabo$site,     # Column for archaeological sites
  ages = c14koriabo$age,       # Column with the radiocarbon age values
  h = 100                      # Parameter for binning between an interval of 100 years
  )

binned_spd_koriabo <- spd(        # Generation of the final binned SPD model 
  c14calibration_koriabo,          # Object with all the unnormalised radiocarbon dates
  bins = bins_c14calibration,      # Object with the bins values for binning the model
  timeRange = timeRange,           # Time Range of the analysis frmo 2300 to 300 BP
)

14C Kernel Density Estimation Model (KDE)

C14randates <- sampleDates(
  c14calibration_koriabo,
  bins = bins_c14calibration,
  nsim = 100,
  verbose = FALSE
)

c14koriabo_ckde <- ckde(
  C14randates,
  timeRange = timeRange,
  bw = 100
)

Logistic Growth Model

#Smoothing SPD for the logistic model
Koriabo_spdSmoothed <-  spd(c14calibration_koriabo,timeRange=timeRange,bins=bins_c14calibration,runm=100)

# nls function for logistic model
logFit <- nls(
  PrDens~SSlogis(
    calBP,
    Asym,
    xmid,
    scale),
  data=Koriabo_spdSmoothed$grid,
  control=nls.control(maxiter=200),
  start=list(Asym=0.2,xmid=1000,scale=-100))

# Data frame containing the fitted values
logFitDens=data.frame(calBP=Koriabo_spdSmoothed$grid$calBP,PrDens=SSlogis(input=Koriabo_spdSmoothed$grid$calBP,Asym=coefficients(logFit)[1],xmid=coefficients(logFit)[2],scal=coefficients(logFit)[3]))


# Final test for the logistic model
c14koriabo_logistic <- modelTest(
  c14calibration_koriabo,
  errors = c14koriabo$std,
  bins = bins_c14calibration,
  nsim = 100,
  timeRange = c(2500,0),
  model = "custom",
  predgrid=logFitDens,
  runm = 100,
  raw = TRUE
)

Exponential Growth Model

# Exponential Growth Model test
c14koriabo_expnull <- modelTest(
  c14calibration_koriabo,
  errors = c14koriabo$std,
  bins = bins_c14calibration,
  nsim = 100,
  timeRange = c(2500,0),
  model = "exponential",
  runm = 100
)

## 'modelTest()' function summary:
## 
## Number of radiocarbon dates: 106
## Number of bins: 70
## 
## Statistical Significance computed using 100 simulations. 
## Global p-value: 0.0099.
## 
## Signficant positive local deviations at:
## 2500~2343 BP 
## 796~470 BP 
## 
## Significant negative local deviations at:
## 1819~1789 BP 
## 1765~1260 BP

Permutation Tests and SPD’s by Region

permTest_region <- permTest(
  x = c14calibration_koriabo,
  marks = c14koriabo$region,
  timeRange = c(2700,0),
  bins = bins_c14calibration,
  nsim = 100,
  runm = 50
)
permTest_region_stack_spd <- stackspd(
  x = c14calibration_koriabo,
  group = c14koriabo$region,
  timeRange = c(3000,0),
  bins = bins_c14calibration,
  runm = 50,
  verbose = FALSE
)

Spatial Permutation Test

allsites <- unique(data.frame(id = c14koriabo$site, lat = c14koriabo$lat, long = c14koriabo$long))

allsites <- st_as_sf(allsites, coords = c('long','lat'), crs = 4326)

breaks <- seq(1200,500,-100)

timerange_spatialperm <- c(1200,500)

koriabo_spd <- spd(
  x = c14calibration_koriabo,
  bins = bins_c14calibration,
  timeRange = timerange_spatialperm
)

spatial_perm <- sptest(
  calDates = c14calibration_koriabo,
  bins = bins_c14calibration,
  timeRange = timerange_spatialperm,
  locations = allsites,
  locations.id.col = 'id',
  h = 100,
  kernel = 'gaussian',
  permute = 'locations',
  nsim = 100,
  breaks = breaks,
  ncores = 1,
  verbose = FALSE
)

world <- ne_countries(scale = 'medium', type = 'map_units', returnclass = 'sf')

xrange <- st_bbox(allsites)[c(1,3)]
yrange <- st_bbox(allsites)[c(2,4)]
Growth Rates

Spatial Permutation Test (Growth Rate)

Spatial Permutation Test (Test Results)

5. Model without outliers

Calibrating 14C Dates

Summed Probability Distribution (SPD) and a Growth Population Model

Summed Probability Distribution (SPD)

Binning the SPD Model

14C Kernel Density Estimation Model (KDE)

Logistic Growth Model

Exponential Growth Model

## 'modelTest()' function summary:
## 
## Number of radiocarbon dates: 101
## Number of bins: 66
## 
## Statistical Significance computed using 100 simulations. 
## Global p-value: 0.0099.
## 
## Signficant positive local deviations at:
## 2500~2347 BP 
## 798~468 BP 
## 
## Significant negative local deviations at:
## 1922~1035 BP 
## 995~950 BP

Permutation Tests and SPD’s by Region

Spatial Permutation Test

Growth Rates

Spatial Permutation Test (Growth Rate)

Spatial Permutation Test (Test Results)