Citation: Vaes-Petignat S, Nentwig W (2014) Environmental and economic impact of alien terrestrial arthropods in Europe. NeoBiota 22: 23–42. doi: 10.3897/neobiota.22.6620
In the last few decades, the abundance and importance of invasive alien species have grown continuously due to the undiminished growth of global trade. In most cases, arthropod introductions were unintended and occurred as hitchhikers or contaminants. Alien arthropods can have significant environmental impacts and can be economically costly. To measure these impacts, we expand a generic impact scoring system initially developed for mammals and birds, and applied it to terrestrial arthropods. It consists of six environmental impact categories and six economic impact categories, each with five impact levels. Information on impact was derived from an intensive analysis of published scientific literature. The scoring of the 77 most widely distributed arthropod species alien to Europe revealed the mite Varroa destructor as the most harmful species, followed by the Chinese longhorn beetle Anoplophora chinensis and the Argentine ant Linepithema humile. The highest environmental impact is through herbivory, disease transmission, and ecosystem impacts. The highest economic impact is on agriculture and human infrastructure and administration. The generic impact scoring system allows the impact scores of vertebrates and arthropods to be compared, thus serving as a background for the decision making processes of policy makers and stakeholders.
Invasive terrestrial arthropods, non-native, generic impact scoring system, prioritization
The number of alien species in Europe has been increasing over the last few decades (
The suitability of a measure or, more generally, the need for a given action in combatting alien species will depend on the circumstances (
Often, the impact of an invasive species is not known for a specific invaded area, but for other invaded areas or its area of origin. Therefore, many approaches to estimate the potential impact of an alien species try to extrapolate from such data to a new situation, often including expert knowledge or expert guess. While there are many assessments of alien species available, it is not intended to provide a comprehensive overview in this paper. Examples include the Australian weed risk assessment, which evaluates the potential of a plant to become an environmental or agricultural weed prior to its introduction (
As an alternative to assessments that are based only on expert knowledge,
Interestingly, most of the impact assessment tools for animals deal with vertebrates. Arthropods comprise the majority of all species and can have a huge environmental and economic impact, but have not been considered appropriately. Exceptions are plant pests, assessed by pest risk assessments, which are among the most comprehensive pest risk assessments for alien species (
In the last few years, the number of publications on alien and invasive insects and their ecological impact has increased continuously. However, two thirds of studies on the ecological impact of alien insects were conducted in North America, indicating that research for Europe is lagging far behind (
Whereas terrestrial vertebrates have an influence on most aspects of the environment and economy, the main impacts of terrestrial arthropods are considered to be “only” on ecosystems and agriculture (
Having one system for measuring the environmental and economic impact of vertebrates and invertebrates would be highly advantageous. This would allow the impact of alien species to be measured and analysed in a comparative manner, thus enabling management actions to be prioritized between different taxa. Therefore, in this study we modified the generic impact scoring system, initially developed for mammals and birds (
The generic impact scoring system was developed by
Impact categories with respect to environmental and economic impacts. The description of the twelve categories and the corresponding intensity levels are summarized in the “Handbook of the generic impact scoring system” (Suppl. material 1).
1 Environmental impacts |
1.1 Impacts on plants or vegetation through herbivory |
1.2 Impacts on animals through predation or parasitism |
1.3 Impacts on other species through competition |
1.4 Impacts through transmission of diseases or parasites to native species |
1.5 Impacts through hybridization |
1.6 Impacts on ecosystems |
2. Economic impacts |
2.1 Impacts on agricultural production |
2.2 Impacts on animal production |
2.3 Impacts on forestry production |
2.4 Impacts on human infrastructure and administration |
2.5 Impacts on human health |
2.6 Impacts on human social life |
Since the expansion of the scoring system to a species-rich group, arthropods, is best done with a set of species with highest impact, we performed a careful selection of those species which currently exert the highest impact in Europe. Another, more pragmatic reason for such a selection was that it was not possible to screen hundreds of species. We performed this selection in four steps. First, we selected those species which are alien to Europe (i.e., origin outside Europe), leading to the exclusion of species with unknown origin (cryptogenic species) and species alien within Europe. Second, from this list we selected the alien species with the widest distribution in Europe. Because the distribution of a given alien species is generally correlated with its invasiveness, the number of invaded countries is a powerful indicator for the impact of a particular species at a larger scale (
The scoring of these 77 arthropod species was carried out using published information from the scientific literature. The literature search was conducted using the ISI Web of Knowledge. As a search string, the scientific species names combined with the following terms of the descriptions of the impact categories were used: herbivory, predation, parasitism, competition, transmission of disease, hybridization, ecosystem, agriculture, livestock, aquaculture, forestry, host, pesticide and human health. Additionally, information on the biology of a species was obtained using the following terms along with the scientific species names: biodiversity, economic impact, yield loss, crop pest, Europe, allergens, economic importance and economic loss.
From these publications (Suppl. material 2), the information relevant to species impact was translated to the particular impact level of the scoring system, ranging from 0 to 5 (Suppl. material 1). For completeness, we also cross-checked the information obtained from the literature search with general overview articles available in databases on alien and invasive species. These included the Invasive Species Compendium (
It was necessary to modify the definitions used in the vertebrate version of the “Handbook of the generic impact scoring system” to adapt this method to arthropods (Suppl. material 1). In general, this led to broader impact definitions or descriptions per impact category. These modified descriptions made it possible to assign all published impact reports to an appropriate impact category and impact level. Since we consider the repeatability of the results of this scoring process to be very important, the second author tested this by independently scoring a number of randomly chosen species. The test showed a very good match of the final scores, which differed by no more than one or two impact points per species.
The 77 invasive alien arthropod species we selected belong to 13 orders and 38 families of insects, myriapods and mites (Table 2). Hemiptera and Coleoptera comprise most species (64%) whereas many orders are represented by only one or a few species, such as Acari, Blattodea and Chilopoda (Figure 1a). These 77 species have a combined total impact of 449.5 impact points, which is distributed among the higher taxa more or less according to the number of species. Only Hemiptera and Hymenoptera seem to produce an overall lower impact (42% of species have 28% of impact points), whereas Acari (4% of species, Varroa destructor, Panonychus citri and Brevipalpus obovatus) have 11% of total impact (Figure 1b).
(a) Percentage of species representing a particular higher taxon of terrestrial invasive alien arthropods and (b) percentage of the impact points of these taxa of the total impact points produced by terrestrial arthropods (77 species). This comparison indicates that the impact of some taxa is higher than estimated from their frequency.
Environmental, economic and total impact scores of all selected 77 invasive alien arthropod species. Impact categories 1.1 to 1.6 refer to environmental impact (1.1 on plants or vegetation through herbivory, 1.2 on animals through predation or parasitism, 1.3 on other species through competition, 1.4 through transmission of disease or parasites to native species, 1.5 through hybridization, 1.6 on ecosystems) and impact categories 2.1 to 2.6 refer to economic impact categories (2.1 on agricultural production, 2.2 on animal production, 2.3 on forestry, 2.4 on human infrastructure and administration, 2.5 on human health, and 2.6 on human social life).
Impact categories | |||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Class / Order | Family | Species | 1.1 | 1.2 | 1.3 | 1.4 | 1.5 | 1.6 | 2.1 | 2.2 | 2.3 | 2.4 | 2.5 | 2.6 | Total |
Acari | Trombidiiformes | Brevipalpus obovatus | 1.5 | 0 | 0 | 2 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 6.5 |
Panonychus citri | 0.5 | 0 | 0 | 0 | 0 | 3 | 5 | 0 | 0 | 3 | 2.5 | 0 | 14 | ||
Varroidae | Varroa destructor | 0 | 5 | 0 | 5 | 0 | 5 | 5 | 5 | 0 | 3.5 | 1 | 1 | 30.5 | |
Chilopoda | Henicopidae | Lamyctes emarginatus | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
Diplopoda | Paradoxosomatidae | Oxidus gracilis | 1 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 4 |
Blattodea | Blattidae | Periplaneta americana | 0 | 0 | 0 | 0 | 0 | 0 | 2.5 | 0 | 0 | 0 | 3 | 0 | 5.5 |
Coleoptera | Anobiidae | Ptinus tectus | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 3 | 0 | 0 | 6 |
Anthicidae | Omonadus floralis | 0 | 0 | 0 | 0 | 0 | 0 | 1.5 | 0 | 0 | 0 | 0 | 0 | 1.5 | |
Stricticomus tobias | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ||
Bostrichidae | Rhyzopertha dominica | 0 | 0 | 0 | 0 | 0 | 2 | 3.5 | 0 | 1 | 3 | 0 | 0 | 9.5 | |
Carabidae | Trechicus nigriceps | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
Cerambycidae | Anoplophora chinensis | 3.5 | 0 | 0 | 0 | 0 | 4 | 3.5 | 0 | 4 | 3 | 0 | 3 | 21 | |
Anoplophora glabripennis | 3 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 4 | 3 | 0 | 3 | 17 | ||
Chrysomelidae | Acanthoscelides obtectus | 2 | 0 | 0 | 0 | 0 | 3 | 3 | 0 | 0 | 2 | 0 | 0 | 10 | |
Bruchus pisorum | 1 | 0 | 0 | 0 | 0 | 3 | 4 | 0 | 0 | 2 | 0 | 0 | 10 | ||
Bruchus rufimanus | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | ||
Callosobruchus chinensis | 1 | 0 | 0 | 0 | 0 | 3 | 4 | 0 | 0 | 2.5 | 1 | 0 | 11.5 | ||
Diabrotica virgifera | 0 | 0 | 0 | 0 | 0 | 3 | 4 | 0 | 0 | 3 | 0 | 0 | 10 | ||
Leptinotarsa decemlineata | 1 | 0 | 0 | 0 | 0 | 3 | 3 | 0 | 0 | 3.5 | 0 | 0 | 10.5 | ||
Coccinellidae | Harmonia axyridis | 0 | 4 | 2 | 0 | 0 | 3 | 2 | 0 | 0 | 2.5 | 2 | 1 | 16.5 | |
Cryptophagidae | Caenoscelis subdeplanata | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
Dryophthoridae | Sitophilus oryzae | 0 | 0 | 0 | 0 | 0 | 3 | 4 | 0 | 0 | 3 | 0 | 0 | 10 | |
Latridiidae | Cartodere nodifer | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
Nitidulidae | Carpophilus marginellus | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | |
Carpophilus bifenestratus | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ||
Carpophilus nepos | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ||
Glischrochilus quadrisignatus | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||
Urophorus humeralis | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||
Staphylinidae | Philonthus rectangulus | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
Diptera | Agromyzidae | Liriomyza huidobrensis | 2 | 0 | 0 | 0 | 0 | 3 | 2.5 | 0 | 0 | 2 | 0 | 0 | 9.5 |
Cecidomyiidae | Obolodiplosis robiniae | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 3 | |
Culicidae | Aedes albopictus | 0 | 1 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 2 | 3 | 3 | 12 | |
Phoridae | Megaselia gregaria | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
Tephritidae | Ceratitis capitata | 0 | 0 | 0 | 1 | 0 | 3 | 3 | 0 | 0 | 2 | 2 | 0 | 11 | |
Hemiptera | Aleyrodidae | Bemisia tabaci | 2 | 0 | 0 | 3 | 0 | 3 | 4 | 0 | 0 | 3 | 0 | 0 | 15 |
Aphididae | Acyrthosiphon caraganae | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
Aphis gossypii | 2 | 0 | 0 | 3 | 0 | 3 | 3 | 0 | 0 | 3 | 0 | 0 | 14 | ||
Aphis spiraephaga | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||
Chaetosiphon fragaefolii | 1 | 0 | 0 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 4 | ||
Chromaphis juglandicola | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 3 | |||
Eriosoma lanigerum | 1 | 0 | 0 | 0 | 0 | 3 | 3.5 | 0 | 0 | 2 | 0 | 0 | 9.5 | ||
Macrosiphoniella sanborni | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | ||
Macrosiphum euphorbiae | 1 | 0 | 0 | 3 | 0 | 2 | 3 | 0 | 0 | 2 | 0 | 0 | 11 | ||
Myzus ornatus | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | ||
Myzus varians | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | ||
Myzus ascalonicus | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | ||
Neomyzus circumflexus | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 2 | ||
Panaphis juglandis | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | ||
Rhodobium porosum | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||
Rhopalosiphum maidis | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 3 | ||
Rhopalosiphum insertum | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||
Uroleucon erigeronense | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ||
Coccidae | Coccus hesperidum | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | |
Pulvinaria hydrangeae | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 2 | ||
Saissetia oleae | 0 | 0 | 0 | 0 | 0 | 2 | 3 | 0 | 0 | 2 | 0 | 0 | 7 | ||
Diaspididae | Aspidiotus nerii | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 3 | |
Diaspidiotus perniciosus | 1 | 0 | 0 | 0 | 0 | 3 | 4 | 0 | 0 | 3 | 0 | 0 | 11 | ||
Membracidae | Stictocephala bisonia | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | |
Pseudococcidae | Pseudococcus viburni | 1 | 0 | 0 | 1 | 0 | 0 | 3 | 0 | 0 | 1 | 0 | 0 | 6 | |
Hymenoptera | Aphelinidae | Aphytis mytilaspidis | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
Encarsia formosa | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | ||
Encyrtidae | Copidosoma floridanum | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
Leptomastix dactylopii | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ||
Formicidae | Hypoponera punctatissima | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | |
Linepithema humile | 2 | 2 | 4 | 0 | 0 | 4 | 2 | 0 | 0 | 3 | 0 | 0 | 17 | ||
Monomorium pharaonis | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 2 | 2 | 6 | ||
Torymidae | Megastigmus spermotrophus | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 2 | |
Lepidoptera | Arctiidae | Hyphantria cunea | 2 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 1 | 1 | 0 | 1 | 8 |
Gelechiidae | Sitotroga cerealella | 0 | 0 | 0 | 0 | 0 | 2 | 3 | 0 | 0 | 2 | 0 | 0 | 7 | |
Tuta absoluta | 2 | 0 | 0 | 0 | 0 | 3 | 5 | 0 | 0 | 3.5 | 0 | 0 | 13.5 | ||
Noctuidae | Spodoptera littoralis | 0 | 0 | 0 | 0 | 0 | 3 | 3 | 0 | 0 | 2.5 | 0 | 0 | 8.5 | |
Tineidae | Tinea translucens | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
Tortricidae | Grapholita molesta | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 0 | 0 | 2 | 1 | 0 | 11 | |
Siphonaptera | Ceratophyllidae | Nosopsyllus fasciatus | 0 | 1 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 4 |
Thysanoptera | Thripidae | Frankliniella occidentalis | 2 | 0 | 0 | 3 | 0 | 3 | 4 | 0 | 0 | 3 | 1 | 0 | 16 |
Heliothrips haemorrhoidalis | 2 | 0 | 0 | 0 | 0 | 2 | 3 | 0 | 1 | 2 | 0 | 0 | 10 | ||
Parthenothrips dracaenae | 2 | 0 | 0 | 0 | 0 | 0 | 2.5 | 0 | 0 | 0 | 0 | 0 | 4.5 | ||
Total | 43.5 | 13 | 6 | 30 | 0 | 91 | 132.5 | 5 | 14 | 79 | 20.5 | 15 | 449.5 |
Overall, 183.5 impact points (41%) originated from environmental impacts and 266 impact points (59%) originated from economic impacts. Among environmental categories, invasive alien arthropods had the largest impact on the ecosystem (20% of total impact), followed by impact through herbivory (10%). Impact through hybridization was not reported. From an economic point of view, the main impacts of invasive alien arthropods were on agriculture (29%) and on human infrastructure and administration (18%). Only Varroa destructor showed an impact on animal production resulting in 1% of the total impact (Figure 2).
Distribution of the impacts (%) of 77 species of invasive alien arthropods among six impact categories each in the field of environmental (light blue) and economic impact (dark blue).
The five most harmful invasive alien species are the mite Varroa destructor, the Argentine ant Linepithema humile, the Chinese longhorn beetles Anoplophora glabripennis and Anoplophora chinensis, and the harlequin ladybird Harmonia axyridis. In the categories of environmental impact Varroa destructor, Linepithema humile and Harmonia axyridis are the most harmful species, whereas in the categories of economic impact, the highest scoring species are Varroa destructor, the citrus red mite Panonychus citri and both Anoplophora species (Table 2).
Using the impact data for mammals and birds from the studies by
The mean impact and standard deviation of the 20 highest scoring species of mammals, birds and arthropods for environmental impact (a) and economic impact (b). Bird and mammal data from
The mean impact and standard deviation of the 20 highest scoring species of mammals, birds and arthropods for the different categories of environmental and economic impact. Bird and mammal data from
In this study, we modified the generic impact scoring system developed by
The comparison of the overall impact of invasive alien arthropods on the environment and economy shows a large impact on the economic categories, mainly agriculture and human infrastructure and administration. Since the 1960s, the importance and value of merchandise trade has accelerated enormously, but this has also lead to an increase in the introduction of alien species (
During this study it became obvious that our overall knowledge of the impact of invasive alien arthropods on the environment is insufficiently documented in the scientific literature (compare also
The comparison between these three different taxonomic groups showed mammals to have the highest overall impact on the environment and economy (Figure 3). The impact scores of alien arthropods, however, may be underestimated due to a bias towards arthropod species with relevance for the economy and human health (
Creating a prioritization list for the three taxonomic groups analysed so far (mammals,
The generic impact scoring system is characterized by relying on already available and published scientific information (not expert opinion). The impact point system implies that all impact categories are (at least initially) of equal importance. Definitions of impact categories and impact intensities as provided in the Handbook (Supplementary material) make the results reproducible and transparent. In a second approach, the results can be weighted, restricted to given areas, or modified according to expert opinion. This is the major difference compared to other prioritization systems, such as those of
Another important point in the engagement against invasive alien species is the coordination of measures undertaken by different European countries (
A current example concerns the repeated introductions of the Chinese longhorn beetle Anoplophora glabripennis to Europe (
A sound knowledge is needed for policy and decision makers to control invasive alien species. The introduction of species known to have a high impact should be avoided or, if already introduced they should be eradicated as soon as possible. The core challenge is the limited possibility to know about the invasiveness of a given species in advance. The generic impact scoring system can help to translate scientific knowledge regarding environmental and economic impacts into easily comparable impact scoring points, leading to a prioritization list across different taxonomic groups. In this study, the generic impact scoring system was applied to terrestrial arthropods in order to enhance and broaden the applications of the system, which was developed for vertebrate groups. Further applications to other taxonomic groups will result in an enhancement of the generic impact scoring system approach and a broader usage of science-based tools in invasion management.
We thank Myles Menz and Gabriel van der Veer for comments on an earlier version of the manuscript. Comments from the editor and two reviewers also considerably improved the quality of the manuscript. Support from COST Action TD1209 ALIEN Challenge is greatfully acknowledged.
Handbook of the scoring system for the impacts of alien species
Authors: Sibylle Vaes-Petignat, Wolfgang Nentwig
Data type: other
Copyright notice: This dataset is made available under the Open Database License (http://opendatacommons.org/licenses/odbl/1.0/). The Open Database License (ODbL) is a license agreement intended to allow users to freely share, modify, and use this Dataset while maintaining this same freedom for others, provided that the original source and author(s) are credited.
Literature used to score 77 terrestrial arthropod species
Authors: Sibylle Vaes-Petignat, Wolfgang Nentwig
Data type: other
Copyright notice: This dataset is made available under the Open Database License (http://opendatacommons.org/licenses/odbl/1.0/). The Open Database License (ODbL) is a license agreement intended to allow users to freely share, modify, and use this Dataset while maintaining this same freedom for others, provided that the original source and author(s) are credited.