cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17565357
title: Comparison of ARIMA model, ARIMA-BPNN model and ARIMA-ERNN model in predicting incidence of dengue in China

description: ## Title

Comparison of ARIMA model, ARIMA-BPNN model and ARIMA-ERNN model in predicting incidence of dengue in China

## 1. Overview

This repository contains all R scripts and supplementary materials used in the study to compare the predictive performance of three models:

(1). ARIMA model  

(2). ARIMA-BPNN hybrid model  

(3). ARIMA-ERNN hybrid model  

All analyses were conducted using **R version 4.5.0** with the`fUnitRoots`, `tseries`, `forecast`, `astsa`, `urca`, `RSNNS`, `TTR`, `scales`, ` tidyverse `, `lubridate`, and `ggplot2` packages.

## 2. Data

The monthly dengue incidence data (2004-2024) were obtained from the China Center for Disease Control and Prevention (China CDC).

- The dataset includes 252 observations** (216 for training and 36 for testing).

- The original dataset is shared publicly.

- A sample dataset with the same structure (dengue.csv`) is provided for demonstration.

- Variables:

  - `year`: month and year (e.g., 2004-01)

  - `incidence`: reported dengue incidence per month
DOI: 10.5281/zenodo.18579143
title: Comparison of ARIMA model, ARIMA-BPNN model and ARIMA-ERNN model in predicting incidence of dengue in China

description: ## Title

Comparison of ARIMA model, ARIMA-BPNN model and ARIMA-ERNN model in predicting incidence of dengue in China

## 1. Overview

This repository contains all R scripts and supplementary materials used in the study to compare the predictive performance of three models:

(1). ARIMA model  

(2). ARIMA-BPNN hybrid model  

(3). ARIMA-ERNN hybrid model  

All analyses were conducted using **R version 4.5.0** with the`fUnitRoots`, `tseries`, `forecast`, `astsa`, `urca`, `RSNNS`, `TTR`, `scales`, ` tidyverse `, `lubridate`, and `ggplot2` packages.

## 2. Data

The monthly dengue incidence data (2004-2024) were obtained from the China Center for Disease Control and Prevention (China CDC).

- The dataset includes 252 observations** (216 for training and 36 for testing).

- The original dataset is shared publicly.

- A sample dataset with the same structure (dengue.csv`) is provided for demonstration.

- Variables:

  - `year`: month and year (e.g., 2004-01)

  - `incidence`: reported dengue incidence per month
DOI: 10.15468/dl.9rhptz
title: Occurrence Download

description: A dataset containing 28302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Passiflora foetida"
 ]
}

 The dataset includes 28302 records from 652 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004352-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zyqe5c
title: Occurrence Download

description: A dataset containing 28767 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= 51.21395264452012
 AND decimallatitude &lt;= 56.135291543055025
 AND decimallongitude &gt;= 146.99163636060067
 AND decimallongitude &lt;= 165.49673433210623
 AND GBIF_Within('POLYGON ((165.496734 51.213953, 165.496734 56.135292, 146.991636 56.135292, 146.991636 51.213953, 165.496734 51.213953))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 28767 records were derived from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004348-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82h7np
title: Occurrence Download

description: A dataset containing 85414 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Themeda triandra",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 85414 records from 252 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004326-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mhe4df
title: Occurrence Download

description: A dataset containing 39048457 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico"
 ]
}

 The dataset includes 39048457 records from 4542 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004204-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xueycb
title: Occurrence Download

description: A dataset containing 1077 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Silene cordifolia All.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1077 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0288564-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xh8vyb
title: Occurrence Download

description: A dataset containing 3707 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lilium candidum L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3707 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0300670-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ycy8dv
title: Occurrence Download

description: A dataset containing 3129 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carduus acicularis Bertol.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3129 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257725-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzmq8h
title: Occurrence Download

description: A dataset containing 6137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Draba norvegica Gunnerus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6137 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258117-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rksx2w
title: Occurrence Download

description: A dataset containing 369694 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Athyrium filix-femina (L.) Roth",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 369694 records from 799 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0288863-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x5y555
title: Occurrence Download

description: A dataset containing 16414 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lysichiton americanus Hultén & H.St.John",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 16414 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0299823-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wmtx4m
title: Occurrence Download

description: A dataset containing 21751 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ranunculus lanuginosus L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 21751 records from 148 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0291988-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfspw4
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sideritis lurida J.Gay ex Lacaita",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 94 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0288606-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w5w2h5
title: Occurrence Download

description: A dataset containing 30779 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carthamus lanatus L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 30779 records from 275 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257790-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vjdda9
title: Occurrence Download

description: A dataset containing 6147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Coturnix japonica Temminck & Schlegel, 1848)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6147 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084140-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxefp2
title: Occurrence Download

description: A dataset containing 3533 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ischnocnema Reinhardt & Lütken, 1862"
 ]
}

 The dataset includes 3533 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0175736-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9yn42u
title: Occurrence Download

description: A dataset containing 145832 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Odocoileus virginianus (Zimmermann, 1780)"
 ]
}

 The dataset includes 145832 records from 262 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0214621-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112043937
title: Cuneiform Tablet 1913.14.0146, Spurlock 1913.14.0146

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0146; CDLI P420527 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Pale Orange Yellow (10YR 8/3) ❧ [Physical Object Note:] 8.2x4.9 x 2.5 cm (110g)
DOI: 10.15468/dl.ut8ujw
title: Occurrence Download

description: A dataset containing 1874466 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ficedula hypoleuca (Pallas, 1764))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1874466 records from 1006 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0297732-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mr7pha
title: Occurrence Download

description: A dataset containing 134141 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "StateProvince is one of (cesar)"
 ]
}

 The dataset includes 134141 records from 259 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009803-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.45frnw
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pleurobranchaea inconspicua Bergh, 1897"
 ]
}

 The dataset includes 119 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095837-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112045636
title: Cuneiform Tablet 1913.14.0169, Spurlock 1913.14.0169

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0169; CDLI P420550 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Brownish Pink (5YR 8/3) ❧ [Physical Object Note:] 7.5 x 4.5 x 2.3 cm (82g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.yk74ne
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mormodes peruviana Salazar"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043741-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gmnwv6
title: Occurrence Download

description: A dataset containing 286 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Veniliornis sanguineus (A.A.H.Lichtenstein, 1793))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 286 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0297727-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112021633
title: Cuneiform Tablet 1913.14.1502, Spurlock 1913.14.1502

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1502; CDLI P421354 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Medium Gray (N 5.25/ 22.1% R) Moderate Yellowish Pink (5YR 7/4) ❧ [Physical Object Note:] 11.9 x 6.3 x 2.5 cm (226g)
DOI: 10.15468/dl.czkw8s
title: Occurrence Download

description: A dataset containing 164 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Wikstroemia monnula Hance"
 ]
}

 The dataset includes 164 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0180185-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wtut85
title: Occurrence Download

description: A dataset containing 10110 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ambystoma mavortium Baird, 1850"
 ]
}

 The dataset includes 10110 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0299019-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/nwy-5x7-40f
title: Ondina vitrea (Brusina, 1866)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a3l-s4p-mz3
title: Teretia Norman, 1888

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cdc-1w4-hzw
title: Retusa umbilicata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tv7-yxy-n0y
title: Euglesa parvula (Westerlund, 1873)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n28-gls-cxv
title: Donax variegatus (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qgd-wxe-0pn
title: Alvania beanii (Hanley, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p6x-qcb-51a
title: Monacha cantiana (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3kn-nfk-dpm
title: Papillifera solida (Draparnaud, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lf0-83c-wjd
title: Emarginula huzardii Payraudeau, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7910/dvn/5qdczq
title: Replication Data for: 'The ineffective origin of Australian protectionism? Victoria’s McCulloch Tariff of 1866'

description: Varian_EconomicRecord_2025_Data.xls: This file contains all of the data underlying the article.

Varian_EconomicRecord_2025_StataCode.do: This file includes the statistical codes used in Stata.

Varian_EconomicRecord_2025_StataData.dta: This file includes the data used in Stata.
DOI: 10.3535/q1c-p3b-a02
title: Euglesa casertana (Poli, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s98-73j-w2h
title: Dikoleps nitens (R. A. Philippi, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/28y-clj-y4f
title: Succinella oblonga (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/knw-5sr-asp
title: Cima minima (Jeffreys, 1858)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j18-bet-hs7
title: Eupaludestrina stagnorum (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nxz-56k-6pw
title: Euglesa henslowana (Sheppard, 1825)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qcc-cls-vzd
title: Parthenina monozona (Brusina, 1869)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ke2-wkz-v80
title: Crisilla semistriata (Montagu, 1808)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ml7-qwx-e5f
title: Cerithiella insignis (Jeffreys, 1885)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pvv-phx-x50
title: Euglesa subtruncata (Malm, 1855)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sxa-2cm-xxg
title: Spiralina alpinoligustica (Sacco, 1892)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wvl-z1r-0zy
title: Pustularia cicercula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/18f-chs-8al
title: Turbo setosus Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xkz-w7a-j64
title: Peristernia Mörch, 1852

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ax1-cwa-npm
title: Eatonina fulgida (J. Adams, 1797)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tn0-bh0-ap9
title: Alvania cancellata (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q5w-7el-xmv
title: Caecum clarkii P. P. Carpenter, 1859

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2f7-pjj-yy6
title: Lyonsia norwegica (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xrl-sl3-t43
title: Alvania lanciae (Calcara, 1845)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jxc-5rk-sjt
title: Abida polyodon (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pwx-rsk-gce
title: Rissoa guerinii Récluz, 1843

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0le-8ee-2mc
title: Acanthinula aculeata (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/de9-5m2-wtd
title: Alvania pagodula (Bucquoy, Dautzenberg & Dollfus, 1884)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4az-td1-950
title: Abra alba (W. Wood, 1802)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k07-ee5-5p7
title: Ondina vitrea (Brusina, 1866)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tzw-d5f-v3y
title: Pisidium amnicum (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cwf-cla-1lz
title: Macoma balthica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ncy-tjk-dvt
title: Pusillina inconspicua (Alder, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/74h-4l6-cp8
title: Euglesa subtruncata (Malm, 1855)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wyj-jqc-hdh
title: Sphaerium lacustre (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/raw-dex-tjn
title: Mitromorpha crenipicta (Dautzenberg, 1889)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.