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. 2018 Oct 23;5:180239. doi: 10.1038/sdata.2018.239

Spread of a model invasive alien species, the harlequin ladybird Harmonia axyridis in Britain and Ireland

P M J Brown 1,a, D B Roy 2, C Harrower 2, H J Dean 2, S L Rorke 2, H E Roy 2
PMCID: PMC6198752  PMID: 30351305

Abstract

Invasive alien species are widely recognized as one of the main threats to global biodiversity. Rapid flow of information on the occurrence of invasive alien species is critical to underpin effective action. Citizen science, i.e. the involvement of volunteers in science, provides an opportunity to improve the information available on invasive alien species. Here we describe the dataset created via a citizen science approach to track the spread of a well-studied invasive alien species, the harlequin ladybird Harmonia axyridis (Coleoptera: Coccinellidae) in Britain and Ireland. This dataset comprises 48 510 verified and validated spatio-temporal records of the occurrence of H. axyridis in Britain and Ireland, from first arrival in 2003, to the end of 2016. A clear and rapid spread of the species within Britain and Ireland is evident. A major reuse value of the dataset is in modelling the spread of an invasive species and applying this to other potential invasive alien species in order to predict and prevent their further spread.

Subject terms: Invasive species, Invasive species, Entomology

Background & Summary

The invasion process for an alien species involves various stages, notably introduction, establishment, increase in abundance and geographic spread1. An alien species that spreads and has negative effects (which may be ecological, economic or social) is termed invasive2,3. Invasive alien species are widely recognized as one of the main threats to global biodiversity4–6. There are a number of international agreements which recognize the threat posed by invasive alien species, which are designated as a priority within the Convention on Biological Diversity Aichi biodiversity target 9 (https://www.cbd.int/sp/targets/rationale/target-9/) and are relevant to many of the Sustainable Development Goals (http://www.un.org/sustainabledevelopment/sustainable-development-goals/). An EU Regulation on invasive alien species came into force on 1 January 2015 (http://ec.europa.eu/environment/nature/invasivealien/index_en.htm) and subsequently a list of invasive alien species of EU concern was adopted for which member states are required to take action to eradicate, manage or prevent entry.

Rapid flow of information on the occurrence of invasive alien species is critical to underpin effective action. There have been few attempts to monitor the spread of invasive alien species systematically from the onset of the invasion process. Citizen science, i.e. the involvement of volunteers in science, provides an opportunity to improve the information available on invasive alien species7. Here we describe the dataset created via a citizen science approach to track the spread of a well-studied invasive alien species, the harlequin ladybird Harmonia axyridis (Coleoptera: Coccinellidae) in Britain and Ireland. This species was detected very early in the invasion process and a citizen science project was initiated and widely promoted to maximize the opportunity to gather data from the public across Britain and Ireland.

Harmonia axyridis was introduced between approximately 1982 and 2003 to at least 13 European countries8 as a biological control agent. It was mainly introduced to control aphids that are pests to a range of field and glasshouse crops. From the early 2000s it subsequently spread to many other European countries, including Britain and Ireland. It is native to Asia (including China, Japan, Mongolia and Russia)9 and was also introduced in North and South America and Africa10. Harmonia axyridis was introduced unintentionally to Britain from mainland Europe by a number of pathways: some were transported with produce such as cut flowers, fruit and vegetables; others arrived through natural dispersal (flight) from other invaded regions11. To a lesser extent H. axyridis also arrived from North America12. The major pathways of spread to Ireland were probably natural dispersal (from Britain) and arrival with produce. Harmonia axyridis is a eurytopic (generalist) species and may be found on deciduous or coniferous trees, arable and horticultural crops and herbaceous vegetation in a wide range of habitats. It is particularly prevalent in urban and suburban localities (e.g. parks, gardens, and in or on buildings)13.

Citizen science approaches to collecting species data are becoming increasingly popular and respected14. Advances in communication and digital technologies (e.g. online recording via websites and smartphone applications; digital photography) have increasingly enabled scientists to collect and verify large datasets of species information15. For a few species groups, including ladybirds, verification to species is possible if a reasonably good photograph of the animal is available. In late 2004, shortly after the first H. axyridis ladybird record was reported, funding was acquired from Defra and the National Biodiversity Network (NBN) to set up and trial an online recording scheme for ladybirds, and H. axyridis in particular. Thus, the online Harlequin Ladybird Survey and UK Ladybird Survey were launched in March 2005.

The surveys have been very successful in gaining records from the public since 2005. Innovations such as the launch of a free smartphone application (iRecord Ladybirds) in 2013 helped to maintain the supply of records. The dataset here comprises species records of H. axyridis in various life stages (larva, pupa or adult) from Britain and Ireland over the period 2003 to 2016.

A major reuse value of the dataset is in modelling the spread of an invasive species and applying this to other potential invasive alien species in order to predict and prevent their further spread. The time period of the study captures the initial fast spread of H. axyridis (principally from 2004 to 2009) plus a further substantial period (2010 to 2016) in which the distribution of the species altered relatively little, despite many further records being received.

Methods

This dataset (Data Citation 1) comprises 48 510 spatio-temporal records of the occurrence of H. axyridis in Britain and Ireland, from first arrival in 2003, to the end of 2016. For its type it is thus an unusually substantial dataset. Whilst the records were collated and verified by the survey organizers, the records themselves were provided by members of the public in Britain and Ireland. Uptake to the Harlequin Ladybird Survey was undoubtedly assisted by the pre-existence of the Coccinellidae Recording Scheme (now the UK Ladybird Survey), supported by the Biological Records Centre (within NERC Centre for Ecology & Hydrology)16.

Reflecting the general diversification of citizen science through innovative use of technology17, high levels of public access to the internet and digital photography enabled an online survey form to be established for H. axyridis in Britain and Ireland. The Harlequin Ladybird Survey (www.harlequin-survey.org) was one of the first online wildlife surveys in Britain and Ireland. It was launched in March 2005 in response to the first report of H. axyridis in Britain, in September 200418. The Harlequin Ladybird Survey benefited from high levels of media interest, and members of the public showed great willingness to look for H. axyridis, and to register their sightings with the survey13. There are only three records from 2003 and no earlier records have been received, supporting the case that the earliest records in the dataset represent the onset of the invasion process for this species. Indeed H. axyridis has a relatively high detectability (e.g.19) and rapid reproductive rate, so is unlikely to have arrived unnoticed.

Each record represents a verified sighting of H. axyridis on a given date (or range of dates) and comprises one or more individual ladybirds observed from one or more life stages (larva, pupa, adult). Records are from Britain (England, Wales and Scotland, including offshore islands), Ireland (both Northern Ireland and the Republic of Ireland), the Isle of Man and the Channel Islands (primarily Guernsey and Jersey) and are mainly from the period 2004 to 2016. The earliest record of H. axyridis in Britain was initially thought to be from 3 July 2004, but three earlier records (from 2003) were received retrospectively. The data records represent species presence and there are no absence data available.

The majority of the records were received from members of the public via online recording forms (at www.harlequin-survey.org or www.ladybird-survey.org) (Supplementary Figure 1) or via smartphone apps (iRecord Ladybirds or iRecord - www.brc.ac.uk/irecord) (Supplementary Figure 2), with some records (especially in earlier years) received by post. Other records, particularly from amateur expert16 coleopterists and other naturalists, were received in spreadsheets.

The spatial resolution of the records is variable. Many include an Ordinance Survey grid reference (converted to latitude and longitude), enabling resolution to 100 metres or less, but many others were derived at 1 km resolution from a UK postal code (UK Government Schemas and Standards, http://webarchive.nationalarchives.gov.uk/20101126012154/http://www.cabinetoffice.gov.uk/govtalk/schemasstandards/e-gif/datastandards/address/postcode.aspx). The option on the online recording form to enter the location via a UK postal code was provided to make the entry of records easier for members of the public unfamiliar with grid referencing systems. Whilst the resolution is thus reduced for these records, the reduction in user error (e.g. the problem of grid reference eastings and northings being transposed) is an advantage20. The postal code method was applicable for sightings of H. axyridis made within 200 metres of a specified postal code, so could not be used for a minority of records where the ladybird was seen in a remote semi-natural habitat. The spatial resolution of the records tended to increase over time, as the number of records received via the smartphone apps increased, and these records generally have GPS-generated latitudes and longitudes.

Data Records

Repository

The dataset is freely available for download from the Environmental Information Data Centre (EIDC) catalogue (Data Citation 1). The dataset is provided as a single tab-delimited text file, with each line representing a single record.

Constituents of Species Records

Each species record includes 19 fields (Table 1).

Table 1. The fields contained in each Harmonia axyridis species record in the database, with a descriptor for each.

Field Descriptor
STARTDATE Start data for the record (DD/MM/YYYY).
ENDDATE End date for the record (DD/MM/YYYY).
GRIDREF The grid reference specifying the location of the observation at the fullest precision available. The grid reference is either Ordnance Survey British (OSGB), Ordnance Survey of Ireland (OSI), or a truncated version of the Military Grid Reference System (MGRS) depending on the location of the record. Records from Britain use OSGB, from Ireland use OSI, and from the Channel Islands use MGRS. OSI grid references are distinguished by having a single letter at the start (e.g. N48), while OSGB and truncated MGRS grid references both start with 2 letters (e.g. SP30), those that start WA or WV belonging to the truncated MGRS and the rest to OSGB. The truncated MGRS grid references used here for the Channel Islands simply omit the zone number and 100 km square code from the start of the grid references as all squares within the Channel Islands are within the same zone and 100 km square 30U (e.g. WV6548 in this dataset refers to MGRS 1 km grid reference 30UWV6548).
PRECISION The precision of the grid reference (in metres) given in GRIDREF field.
VC The Watsonian vice county code (https://en.wikipedia.org/wiki/Vice-county). Codes 1 to 112 represent the vice counties of Britain, 113 represents the Channel Islands, and codes 201 to 240 represent Irish vice counties (where 201 = vice county H1, 202 = H2, etc).
LATITUDE Latitude (WGS 84) for the centre of the grid reference supplied in the GRIDREF field.
LONGITUDE Longitude (WGS 84) for the centre of the grid reference supplied in the GRIDREF field.
GR_1KM The grid reference of the 1 km grid square in which the occurrence record lies (only populated if the original grid reference is at 1000 m precision or finer).
LATITUDE_1KM Latitude (WGS 84) for the centre of the 1 km grid square in which the record occurs.
LONGITUDE_1KM Longitude (WGS 84) for the centre of the 1 km grid square in which the record occurs.
GR_10KM The grid reference of the 10 km grid square in which the occurrence record lies.
LATITUDE_10KM Latitude (WGS 84) for the centre of the 10 km grid square in which the record occurs.
LONGITUDE_10KM Longitude (WGS 84) for the centre of the 10 km grid square in which the record occurs.
ABUNDANCE A text field containing any abundance information that was supplied with the record.
FORM_ABUNDANCE Abundance information relating to color forms, if available
FORM Color form of the ladybird, if available: conspicua, spectabilis, succinea.
STAGE_ABUNDANCE Abundance information of different life stages, if available.
STAGE Ladybird life stage: larva, pupa, adult.
RECORDER ID(s) for recorder name(s) that submitted the record. In the BRC database recorder information is standardized to Surname followed by initials (e.g. Smith, J.). For this reason, the recorder ID relates to a unique standardized name and not an individual. A single ID can refer to multiple individuals and a single individual can also be associated with multiple recorder IDs.

Figures and Tables

The figures and tables here show a summary of the dataset, notably the number of verified H. axyridis records received by year (Fig. 1), by month (Fig. 2), by vice county (Fig. 3 and Table 2 (available online only)) and the spread of H. axyridis in Britain, the Channel Islands and Ireland from 2003 to 2016 (Fig. 4).

Figure 1. The number of verified Harmonia axyridis records received for Britain, the Channel Islands and Ireland by year, from 2003 to 2016.

Figure 1

Figure 2. The number of verified Harmonia axyridis records received for Britain, the Channel Islands and Ireland by month, from 2003 to 2016.

Figure 2

Figure 3. The number of verified Harmonia axyridis records received for Britain, the Channel Islands and Ireland, split by Vice County, from 2003 to 2016.

Figure 3

Table 2. The number of Harmonia axyridis records in the dataset, listed by vice county and region (England, Wales, Isle of Man, Scotland, Channel Islands or Ireland).

Vice County Number Vice County Name Region Number of Records in Dataset
1 West Cornwall with Scilly England 45
2 East Cornwall England 101
3 South Devon England 1015
4 North Devon England 76
5 South Somerset England 357
6 North Somerset England 786
7 North Wiltshire England 334
8 South Wiltshire England 409
9 Dorset England 638
10 Isle of Wight England 212
11 South Hampshire England 1242
12 North Hampshire England 705
13 West Sussex England 775
14 East Sussex England 1227
15 East Kent England 1294
16 West Kent England 1383
17 Surrey England 3404
18 South Essex England 1089
19 North Essex England 1265
20 Hertfordshire England 1344
21 Middlesex England 3300
22 Berkshire England 1654
23 Oxfordshire England 1360
24 Buckinghamshire England 983
25 East Suffolk England 966
26 West Suffolk England 584
27 East Norfolk England 986
28 West Norfolk England 358
29 Cambridgeshire England 1388
30 Bedfordshire England 549
31 Huntingdonshire England 564
32 Northamptonshire England 550
33 East Gloucestershire England 498
34 West Gloucestershire England 834
35 Monmouthshire Wales 212
36 Herefordshire England 123
37 Worcestershire England 930
38 Warwickshire England 976
39 Staffordshire England 627
40 Shropshire England 470
41 Glamorganshire Wales 795
42 Breconshire Wales 35
43 Radnorshire Wales 17
44 Carmarthenshire Wales 40
45 Pembrokeshire Wales 13
46 Cardiganshire Wales 34
47 Montgomeryshire Wales 50
48 Merionethshire Wales 4
49 Caernarvonshire Wales 33
50 Denbighshire Wales 118
51 Flintshire Wales 73
52 Anglesey Wales 4
53 South Lincolnshire England 325
54 North Lincolnshire England 477
55 Leicestershire (with Rutland) England 2163
56 Nottinghamshire England 970
57 Derbyshire England 1048
58 Cheshire England 1137
59 South Lancashire England 1547
60 West Lancashire England 289
61 South-east Yorkshire England 663
62 North-east Yorkshire England 330
63 South-west Yorkshire England 1667
64 Mid-west Yorkshire England 730
65 North-west Yorkshire England 36
66 County Durham England 87
67 South Northumberland England 19
68 North Northumberland England 5
69 Westmorland (with Furness) England 43
70 Cumberland England 8
71 Isle of Man Isle of Man 39
72 Dumfriesshire Scotland 0
73 Kirkcudbrightshire Scotland 3
74 Wigtownshire Scotland 0
75 Ayrshire Scotland 2
76 Renfrewshire Scotland 1
77 Lanarkshire Scotland 4
78 Peeblesshire Scotland 0
79 Selkirkshire Scotland 0
80 Roxburghshire Scotland 0
81 Berwickshire Scotland 4
82 East Lothian Scotland 0
83 Midlothian Scotland 4
84 West Lothian Scotland 0
85 Fifeshire Scotland 1
86 Stirlingshire Scotland 2
87 West Perthshire Scotland 2
88 Mid Perthshire Scotland 4
89 East Perthshire Scotland 0
90 Angus Scotland 0
91 Kincardineshire Scotland 3
92 South Aberdeenshire Scotland 0
93 North Aberdeenshire Scotland 3
94 Banffshire Scotland 0
95 Moray Scotland 0
96 East Inverness-shire Scotland 3
97 West Inverness-shire Scotland 0
98 Argyllshire Scotland 0
99 Dunbartonshire Scotland 0
100 Clyde Isles Scotland 1
101 Kintyre Scotland 0
102 South Ebudes Scotland 1
103 Mid Ebudes Scotland 0
104 North Ebudes Scotland 0
105 West Ross & Cromarty Scotland 0
106 East Ross & Cromarty Scotland 0
107 East Sutherland Scotland 0
108 West Sutherland Scotland 0
109 Caithness Scotland 2
110 Outer Hebrides Scotland 0
111 Orkney Scotland 9
112 Shetland Scotland 3
113 Channel Islands Channel Islands 20
201 South Kerry Ireland 0
202 North Kerry Ireland 0
203 West Cork Ireland 0
204 Mid-Cork Ireland 4
205 East Cork Ireland 1
206 Waterford Ireland 0
207 South Tipperary Ireland 0
208 Limerick Ireland 0
209 Clare Ireland 0
210 North Tipperary Ireland 0
211 Kilkenny Ireland 1
212 Wexford Ireland 0
213 Carlow Ireland 0
214 Laois Ireland 0
215 South-east Galway Ireland 0
216 West Galway Ireland 0
217 North-east Galway Ireland 0
218 Offaly Ireland 0
219 Kildare Ireland 0
220 Wicklow Ireland 1
221 Dublin Ireland 0
222 Meath Ireland 0
223 Westmeath Ireland 0
224 Longford Ireland 0
225 Roscommon Ireland 0
226 East Mayo Ireland 0
227 West Mayo Ireland 0
228 Sligo Ireland 0
229 Leitrim Ireland 0
230 Cavan Ireland 0
231 Louth Ireland 1
232 Monaghan Ireland 0
233 Fermanagh Ireland 0
234 East Donegal Ireland 0
235 West Donegal Ireland 0
236 Tyrone Ireland 1
237 Armagh Ireland 0
238 Down Ireland 11
239 Antrim Ireland 3
240 Londonderry Ireland 0

Figure 4. The spread and distribution in 10 km squares in Britain, the Channel Islands and Ireland of Harmonia axyridis from 2003 to 2016.

Figure 4

NB where H. axyridis was recorded in a square in multiple time periods, the older time period overlays the newer one(s).

Technical Validation

Record Verification

Verification of the records was made by the survey organizers (led by HER and PMJB but also including others) on receipt of either a photograph or ladybird specimen. The records received from amateur expert coleopterists and other naturalists are regarded as accurate (i.e. without the survey organizers seeing a photograph or specimen) and have been included in the dataset. Many further online records were received that remain unverified (i.e. no photograph or specimen was sent, or the photograph was of insufficient quality to enable identification) or were verified as another species. All such unverified or inaccurate records are excluded from this dataset. For discussion of these issues (partly relating to our dataset) see21. Verified records were regularly uploaded to the NBN Gateway (now the NBN Atlas - https://nbnatlas.org/). There the records could be viewed via online maps, which helped to encourage further recording.

Recording Intensity

Recording intensity by the public was not consistent over time and was influenced by media coverage, publicity events by the survey organizers, and other factors. The number of records in a period is also influenced by weather conditions and seasonality: the main peak in record numbers each year tended to be from late October to early November, the period in which H. axyridis generally moves to indoor overwintering sites (hence this is when many people first notice the species in their homes).

There is also spatial variability in recording intensity: more records come from areas with high densities of people (Fig. 3). Across Britain and Ireland there were a number of particularly active local groups or individuals which contributed hotspots of recorder activity, e.g. London. To many recorders, juvenile stages (especially pupae and early instar larvae) were less noticeable and more difficult to identify than the adult stage, thus limiting their recording. The possibility of a reporting bias towards sightings early in the season also exists (i.e. some recorders may have reported their first sighting of H. axyridis, but not subsequent sightings). In order to minimize this effect, the importance of recording multiple sightings was stressed to recorders. The peaks in record numbers observed late in each year also suggest that any effect of this potential bias was minor. There is probably a further minor temporal bias towards recording on some days of the week (e.g. weekend days) more than others.

Technical Validation

In addition to the expert verification detailed above, each record has also undergone a series of validation checks that are designed to highlight other potential issues with the data. Checks were performed on the date information supplied with the record to ensure that both the start and/or end dates supplied are in recognized formats, are valid dates, are in the past or present (e.g. no future dates), and where both supplied that the start date is prior or equal to the end date. The location information is also checked to ensure that the supplied grid reference is in a recognized format and is a valid grid reference and that the supplied grid reference is from a 10 km and/or 1 km square that contains land. If other location fields were supplied with the grid reference (such as 10 km grid reference, vice county, tetrad or quadrant codes, etc) they were cross-checked to ensure consistency.

Additional information

How to cite this article: Brown, P. M. J. et al. Spread of a model invasive alien species, the harlequin ladybird Harmonia axyridis in Britain and Ireland. Sci. Data. 5:180239 doi: 10.1038/sdata.2018.239 (2018).

Publisher’s note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Material

sdata2018239-isa1.zip (2.9KB, zip)
Supplementary Figures
sdata2018239-s2.pdf (1.5MB, pdf)

Acknowledgments

We are immensely grateful to the thousands of people across Britain and Ireland who have so generously and enthusiastically contributed records to the UK Ladybird Survey and so collaboratively furthered understanding of the ecology of Harmonia axyridis. We thank the National Biodiversity Data Centre of Ireland for their collaboration and sharing of data. We are very grateful to the following organizations for funding and support over the years: Department for Environment Food and Rural Affairs, National Biodiversity Network Trust, Joint Nature Conservation Committee, Natural Environment Research Council Centre for Ecology & Hydrology, Anglia Ruskin University and University of Cambridge.

Footnotes

The authors declare no competing interests.

Data Citations

  1. Roy H. E., et al. . 2017. NERC Environmental Information Data Centre. https://doi.org/10.5285/70ee24a5-d19c-4ca8-a1ce-ca4b51e54933

References

  1. Blackburn T. M. et al. A proposed unified framework for biological invasions. Trends in Ecology & Evolution 26, 333–339 (2011). [DOI] [PubMed] [Google Scholar]
  2. Roy H. E. et al. The contribution of volunteer recorders to our understanding of biological invasions. Biol. J. Linn. Soc. 115, 678–689 (2015). [Google Scholar]
  3. Russell J. C. & Blackburn T. M. Invasive Alien Species: Denialism, Disagreement, Definitions, and Dialogue. Trends in Ecology & Evolution 32, 312–314 (2017). [DOI] [PubMed] [Google Scholar]
  4. Reid W. V. et al. Ecosystems and human well-being: synthesis. Millennium Ecosystem Assessment. (Island Press, 2005). [Google Scholar]
  5. Butchart S. H. et al. Global biodiversity: indicators of recent declines. Science 328, 1164–1168 (2010). [DOI] [PubMed] [Google Scholar]
  6. Seebens H. et al. No saturation in the accumulation of alien species worldwide. Nature Communications 8, 14435 (2017). [DOI] [PMC free article] [PubMed] [Google Scholar]
  7. Latombe G. et al. A vision for global monitoring of biological invasions. Biol. Conserv. 321, 295–308 (2017). [Google Scholar]
  8. Brown P. M. J. et al. The global spread of Harmonia axyridis (Coleoptera: Coccinellidae): distribution, dispersal and routes of invasion. BioControl 56, 623–641 (2011). [Google Scholar]
  9. Orlova-Bienkowskaja M. J., Ukrainsky A. S. & Brown P. M. J. Harmonia axyridis (Coleoptera: Coccinellidae) in Asia: a re-examination of the native range and invasion to southeastern Kazakhstan and Kyrgyzstan. Biol. Invasions 17, 1941–1948 (2015). [Google Scholar]
  10. Roy H. E. et al. The harlequin ladybird, Harmonia axyridis: global perspectives on invasion history and ecology. Biol. Invasions 18, 997–1044 (2016). [Google Scholar]
  11. Jeffries D. L. et al. Characteristics and drivers of high-altitude ladybird flight: Insights from vertical-looking entomological radar. PLoS One 8, e82278 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
  12. Majerus M., Strawson V. & Roy H. The potential impacts of the arrival of the harlequin ladybird, Harmonia axyridis (Pallas) (Coleoptera: Coccinellidae), in Britain. Ecol. Entomol 31, 207–215 (2006). [Google Scholar]
  13. Brown P. M. J. et al. Harmonia axyridis in Great Britain: analysis of the spread and distribution of a non-native coccinellid. BioControl 53, 55–67 (2008). [Google Scholar]
  14. Silvertown J. A new dawn for citizen science. Trends in Ecology & Evolution 24, 467–471 (2009). [DOI] [PubMed] [Google Scholar]
  15. August T. et al. Emerging technologies for biological recording. Biol. J. Linn. Soc. 115, 731–749 (2015). [Google Scholar]
  16. Pocock M. J., Roy H. E., Preston C. D. & Roy D. B. The Biological Records Centre: a pioneer of citizen science. Biol. J. Linn. Soc. 115, 475–493 (2015). [Google Scholar]
  17. Pocock M. J., Tweddle J. C., Savage J., Robinson L. D. & Roy H. E. The diversity and evolution of ecological and environmental citizen science. PLoS One 12, e0172579 (2017). [DOI] [PMC free article] [PubMed] [Google Scholar]
  18. Majerus M.. The ladybird has landed. (University of Cambridge Press, 2004). [Google Scholar]
  19. Pocock M. J., Roy H. E., Fox R., Ellis W. N. & Botham M. Citizen science and invasive alien species: Predicting the detection of the oak processionary moth Thaumetopoea processionea by moth recorders. Biol. Conserv. 208, 146–154 (2017). [Google Scholar]
  20. Majerus M., Forge H. & Walker L. The geographical distributions of ladybirds in Britain (1984-1989). Br. J. Entomol. Nat. Hist 3, 153–165 (1990). [Google Scholar]
  21. Gardiner M., Allee L., Brown P.M.J., Losey J., Roy H.E. & Smyth R. Lessons from lady beetles: Accuracy of monitoring data from US and UK citizen science programs. Front. Ecol. Environ. 10, 471–476 (2012). [Google Scholar]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Data Citations

  1. Roy H. E., et al. . 2017. NERC Environmental Information Data Centre. https://doi.org/10.5285/70ee24a5-d19c-4ca8-a1ce-ca4b51e54933

Supplementary Materials

sdata2018239-isa1.zip (2.9KB, zip)
Supplementary Figures
sdata2018239-s2.pdf (1.5MB, pdf)

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