History of euppollnet
The changes to the source code of this entry in the repository, newest first, each with the differences it made to the entry's files. They are also listed on GitLab.
[entries] Add the date when each entry was added, and remove icon_hash beff7c9
The dates are those of the commits that first added the entries' files (2020-08-11 for the entries of the initial commit); renamed entries keep the date of their first name. Changed: none
diff --git a/entries/euppollnet/__init__.py b/entries/euppollnet/__init__.py
index e56366d..cac07d4 100644
--- a/entries/euppollnet/__init__.py
+++ b/entries/euppollnet/__init__.py
@@ -46,7 +46,7 @@ tags = ['Biological', 'Food web', 'Weighted', 'Metadata']
url = ['https://zenodo.org/records/15183272', 'https://github.com/JoseBSL/EuPPollNet']
citation = [('J. B. Lanuza, T. M. Knight, N. Montes-Perez, et al., "EuPPollNet: A European Database of Plant-Pollinator Networks." Global Ecology and Biogeography 34(2), e70000 (2025)',
'https://doi.org/10.1111/geb.70000')]
-icon_hash = None
+date_added = '2026-10-27'
upstream_license = ('Creative Commons Attribution 4.0 International (CC BY 4.0)',
'https://creativecommons.org/licenses/by/4.0/')
upstream_prefix = 'https://zenodo.org/records/15183272/files'
[entries] Prefix the properties in the descriptions with (Node), (Edge) or (Graph) bc3dbbd
The lists of properties at the end of the descriptions marked edge properties with "Edge" but left node properties unmarked, or grouped them in "Nodes: `a`, ...; `b`, ..." items, so the kind of a property was often unclear. Every item now starts with (Node), (Edge) or (Graph), followed by the property names, a colon and the explanation, one item per property or group of properties; qualifications (kinds of nodes, networks) follow the names in parentheses. Properties that were only named got a short explanation, and a few items that named the wrong kind of property were corrected.
diff --git a/entries/euppollnet/__init__.py b/entries/euppollnet/__init__.py
index 7f63163..e56366d 100644
--- a/entries/euppollnet/__init__.py
+++ b/entries/euppollnet/__init__.py
@@ -35,13 +35,13 @@ The networks of the study `1_Bartomeus` (Bartomeus et al. 2008, Cap de Creus, Sp
The networks have the following properties:
-- `name`: the accepted name of the taxon.
-- `is_pollinator`: whether the node is a pollinator (otherwise a plant).
-- `rank`: the taxonomic rank of the name ("SPECIES", "GENUS", "FAMILY", ...).
-- `order`, `family`, `genus`: the taxonomy of the taxon (empty if not available).
-- `unsure_id`: whether the identification of the taxon is uncertain in some record ("Yes" in the database).
-- Edge `weight`: the number of records of the interaction.
-- Graph properties: `study_id`, `network_id` (the site within the study, as in the database) and `year`; `doi` (the publication of the study, if any, or "Unpublished"); `sampling_method`; `country`, `locality`, `bioregion`, `habitat` (the EuPPollNet habitat class) and `authors_habitat` (the habitat as described by the authors), with several values separated by "; " if the records of the network differ; `latitude`, `longitude`; and `first_date`, `last_date` (the dates of the first and last record, as YYYY-MM-DD)."""
+- (Node) `name`: the accepted name of the taxon.
+- (Node) `is_pollinator`: whether the node is a pollinator (otherwise a plant).
+- (Node) `rank`: the taxonomic rank of the name ("SPECIES", "GENUS", "FAMILY", ...).
+- (Node) `order`, `family`, `genus`: the taxonomy of the taxon (empty if not available).
+- (Node) `unsure_id`: whether the identification of the taxon is uncertain in some record ("Yes" in the database).
+- (Edge) `weight`: the number of records of the interaction.
+- (Graph) `study_id`, `network_id` (the site within the study, as in the database) and `year`; `doi` (the publication of the study, if any, or "Unpublished"); `sampling_method`; `country`, `locality`, `bioregion`, `habitat` (the EuPPollNet habitat class) and `authors_habitat` (the habitat as described by the authors), with several values separated by "; " if the records of the network differ; `latitude`, `longitude`; and `first_date`, `last_date` (the dates of the first and last record, as YYYY-MM-DD)."""
tags = ['Biological', 'Food web', 'Weighted', 'Metadata']
url = ['https://zenodo.org/records/15183272', 'https://github.com/JoseBSL/EuPPollNet']
citation = [('J. B. Lanuza, T. M. Knight, N. Montes-Perez, et al., "EuPPollNet: A European Database of Plant-Pollinator Networks." Global Ecology and Biogeography 34(2), e70000 (2025)',
[entries] New entry: euppollnet 926921c
diff --git a/entries/euppollnet/__init__.py b/entries/euppollnet/__init__.py
new file mode 100644
index 0000000..7f63163
--- /dev/null
+++ b/entries/euppollnet/__init__.py
@@ -0,0 +1,1953 @@
+#! /usr/bin/env python
+# -*- coding: utf-8 -*-
+#
+# Copyright (C) 2020-2026 Tiago de Paula Peixoto <tiago@skewed.de>
+#
+# This program is free software: you can redistribute it and/or modify it under
+# the terms of the GNU Affero General Public License as published by the Free
+# Software Foundation, either version 3 of the License, or (at your option) any
+# later version.
+#
+# This program is distributed in the hope that it will be useful, but WITHOUT
+# ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS
+# FOR A PARTICULAR PURPOSE. See the GNU Affero General Public License for more
+# details.
+#
+# You should have received a copy of the GNU Affero General Public License along
+# with this program. If not, see <http://www.gnu.org/licenses/>.
+
+
+from .. import *
+import csv
+import gzip
+import re
+import unicodedata
+from datetime import datetime, timezone
+
+title = "EuPPollNet European plant-pollinator networks (2004-2021)"
+description = """Plant-pollinator networks from EuPPollNet (European Plant-Pollinator Networks), a database that harmonizes the plant-pollinator interaction data of 54 studies carried out between 2004 and 2021 in 23 European countries, compiled by J. B. Lanuza, T. M. Knight and more than a hundred collaborators. The studies recorded the insects (bees, hoverflies and other flies, butterflies, beetles, ...) visiting the flowers of plants, by transects, focal observations of plants or random censuses; the taxonomy of plants and pollinators was harmonized against GBIF and expert-curated checklists. This is version 1.3.0 of the database (April 2025), which removed duplicated records of earlier versions, with 623,476 interaction records; the networks of the earlier versions are also included (see below).
+
+Each network is one sampling event in space and time, as defined by the database: the records of one study, one site (the `Network_id` of the study) and one year, giving 1,864 networks. They are named `<study>_<site>_<year>`, e.g. `1_Bartomeus_BAT1CA_2005` (with accents removed and runs of characters other than letters, digits and "-" replaced by underscores; the original identifiers are kept as graph properties). The networks are bipartite and undirected: nodes are plant and pollinator taxa (by their accepted names), with the property `is_pollinator` marking the pollinators, and an edge connects a plant and a pollinator observed interacting, weighted by the number of records of the interaction (each record of the database is one observed interaction). The original names of the taxa in the studies, the dates of the individual records, and the flower counts that the database also provides are not included. A few records have taxon names in the Mac OS Roman encoding instead of UTF-8, which were converted. The coordinates are those of the network's site; for six networks with records at several coordinates, the graph properties give their mean.
+
+The earlier versions of the database are included as networks named after the version (`v1.0_<network>`, `v1.1_<network>`), taken from the GitHub repository at the commits of the releases (their archives at Zenodo are not openly accessible), where they are only available as R data files (`Interaction_data.rds`, `Metadata.rds`). Version 1.0.0 (October 2024) has 1,162,913 records, almost twice as many as version 1.3.0, since many records were duplicated; its networks are the same 1,864 sampling events (8 sites of the study `53_Libran-Embid` were renamed later), and 1,850 of them differ from those of version 1.3.0 (most of them in their edges or weights only, with the same nodes), and are included as `v1.0_<network>` (the other 14 are identical). Version 1.1.0 (December 2024) changed the records of 9 networks, which are included as `v1.1_<network>` (its other networks are identical to those of version 1.0.0). The data files of version 1.2.0 (January 2025) are identical to those of version 1.1.0. The networks of the earlier versions are built in the same way and have the same properties.
+
+The networks of the study `1_Bartomeus` (Bartomeus et al. 2008, Cap de Creus, Spain) are also in the entry `iwdb` (`pollination_bartomeus_<plot>`), and those of `14_Dupont` (Dupont et al. 2009, Denmark) appear to be in the entry `web_of_life` (`M_PL_047`, `M_PL_048`, Dupont and Olesen 2009).
+
+The networks have the following properties:
+
+- `name`: the accepted name of the taxon.
+- `is_pollinator`: whether the node is a pollinator (otherwise a plant).
+- `rank`: the taxonomic rank of the name ("SPECIES", "GENUS", "FAMILY", ...).
+- `order`, `family`, `genus`: the taxonomy of the taxon (empty if not available).
+- `unsure_id`: whether the identification of the taxon is uncertain in some record ("Yes" in the database).
+- Edge `weight`: the number of records of the interaction.
+- Graph properties: `study_id`, `network_id` (the site within the study, as in the database) and `year`; `doi` (the publication of the study, if any, or "Unpublished"); `sampling_method`; `country`, `locality`, `bioregion`, `habitat` (the EuPPollNet habitat class) and `authors_habitat` (the habitat as described by the authors), with several values separated by "; " if the records of the network differ; `latitude`, `longitude`; and `first_date`, `last_date` (the dates of the first and last record, as YYYY-MM-DD)."""
+tags = ['Biological', 'Food web', 'Weighted', 'Metadata']
+url = ['https://zenodo.org/records/15183272', 'https://github.com/JoseBSL/EuPPollNet']
+citation = [('J. B. Lanuza, T. M. Knight, N. Montes-Perez, et al., "EuPPollNet: A European Database of Plant-Pollinator Networks." Global Ecology and Biogeography 34(2), e70000 (2025)',
+ 'https://doi.org/10.1111/geb.70000')]
+icon_hash = None
+upstream_license = ('Creative Commons Attribution 4.0 International (CC BY 4.0)',
+ 'https://creativecommons.org/licenses/by/4.0/')
+upstream_prefix = 'https://zenodo.org/records/15183272/files'
+archive = 'JoseBSL/EuPPollNet-v1.3.0.zip:JoseBSL-EuPPollNet-54bcb8e/Data/3_Final_data'
+interactions = f'{archive}/Interaction_data.csv.gz'
+metadata = f'{archive}/Metadata.csv'
+
+def alt_name(study, net, year):
+ s = unicodedata.normalize('NFKD', f'{study}_{net}_{year}')
+ s = s.encode('ascii', 'ignore').decode()
+ return re.sub(r'[^A-Za-z0-9-]+', '_', s).strip('_')
+
+# The networks, in the order of their first record: alt_name() of the study,
+# site and year
+names = [
+ '1_Bartomeus_BAT1CA_2005', '1_Bartomeus_BAT2CA_2005',
+ '1_Bartomeus_FRA1OP_2005', '1_Bartomeus_FRA2OP_2005',
+ '1_Bartomeus_MED1CA_2005', '1_Bartomeus_MED2CA_2005',
+ '1_Bartomeus_MED3CA_2005', '1_Bartomeus_MED4CA_2005',
+ '1_Bartomeus_MIQ1OP_2005', '1_Bartomeus_MIQ2OP_2005',
+ '1_Bartomeus_SEL1OP_2005', '1_Bartomeus_SEL2OP_2005',
+ '2_Petanidou_Armolia_2015', '2_Petanidou_Emborios_2015',
+ '2_Petanidou_Gridia_2015', '2_Petanidou_Kato_Fana_2015',
+ '2_Petanidou_Palios_Katarraktis_2015', '2_Petanidou_Vessa_2_2015',
+ '3_Michez_Ancien_moulin_2020', '3_Michez_Ancienne_Gare_2020',
+ '3_Michez_Beaulieu_2020', '3_Michez_Bois_d_Havre_2020',
+ '3_Michez_Bois_de_Wadelincourt_2020', '3_Michez_Bruyere_Site_2_2020',
+ '3_Michez_Camp-a-cayaux_2020', '3_Michez_Carriere_Omya_2020',
+ '3_Michez_Cascade_d_Hyon_2020', '3_Michez_Chateau_d_Havre_2020',
+ '3_Michez_Chemin_de_Roucourt_2020', '3_Michez_Chemin_du_Trainage_2020',
+ '3_Michez_Cimetiere_d_Havre_2020', '3_Michez_Cimetiere_de_Spiennes_2020',
+ '3_Michez_Culture_de_bouleaux_2020', '3_Michez_Epargne_UMONS_2020',
+ '3_Michez_Friche_des_Vignobles_2020', '3_Michez_Gare_2020',
+ '3_Michez_Geothermia_IDEA_2020', '3_Michez_Grand_Large_2020',
+ '3_Michez_Jardin_suspendu_2020', '3_Michez_La_Haine_2020',
+ '3_Michez_La_Trouille_2020', '3_Michez_Les_Etangs_2020',
+ '3_Michez_Marais_de_Douvrain_Ouest_2020', '3_Michez_Mer_de_Sable_2020',
+ '3_Michez_Mont_Ostenes_2020', '3_Michez_Mont_Panisel_2020',
+ '3_Michez_Nocarcentre_Site_1_2020', '3_Michez_Nocarcentre_Site_5_2020',
+ '3_Michez_Notre_dame_du_petit_Nimy_2020', '3_Michez_Parc_d_Obourg_2020',
+ '3_Michez_Parc_de_Jemappes_2020', '3_Michez_Parc_des_5_rocs_2020',
+ '3_Michez_PEMH_Obourg_IDEA_2020', '3_Michez_Planoi_Site_1_2020',
+ '3_Michez_Pont_du_Prince_2020', '3_Michez_Pre_a_Parchon_2020',
+ '3_Michez_Pres_du_village_2020', '3_Michez_Ravel_98_2020',
+ '3_Michez_Ronveaux_2020', '3_Michez_Rue_du_Bois_2020',
+ '3_Michez_Rue_du_Carme_2020', '3_Michez_Rue_du_Castillon_2020',
+ '3_Michez_Rue_Jean_Winance_2020', '3_Michez_Rue_la-dessous_2020',
+ '3_Michez_Sainte-Waudru_2020', '3_Michez_Siege_social_UMONS_2020',
+ '3_Michez_Silex_2020', '3_Michez_Talus_aux_noyers_2020',
+ '3_Michez_Terril_Bayemont-Saint-Charles_2020',
+ '3_Michez_Terril_Belle_vue_du_huit_2020', '3_Michez_Terril_d_Hensies_2020',
+ '3_Michez_Terril_de_Ciply_site_1_2020',
+ '3_Michez_Terril_de_l_Heribus_2020',
+ '3_Michez_terril_de_la_cokerie_stat_2_2020',
+ '3_Michez_Terril_du_dix-huit_2020', '3_Michez_Terril_du_Ferrand_2020',
+ '3_Michez_Terril_du_Grand_Buisson_2020',
+ '3_Michez_Terril_du_Quesnoy_site_2_2020',
+ '3_Michez_Terril_du_sept-huit_stat_2_2020',
+ '3_Michez_Terril_n5_de_Trazegnie_site_1_2020',
+ '3_Michez_Terril_n8_Pays-bas_2020', '3_Michez_Terril_Naye-a-bois_2020',
+ '3_Michez_Terril_Sacre-Francais_site_2_2020',
+ '3_Michez_Terril_Saint-Antoine_site_1_2020',
+ '3_Michez_Terril_Saint-Antoine_site_3_2020', '3_Michez_Tilou_2020',
+ '3_Michez_Vertbois_Site_2_2020', '3_Michez_Vieille_Haine_2020',
+ '3_Michez_Village_des_abeilles_UMONS_2020', '4_Marini_UNIPD01_A_2018',
+ '4_Marini_UNIPD01_An_2018', '4_Marini_UNIPD01_B_2018',
+ '4_Marini_UNIPD01_Bn_2018', '4_Marini_UNIPD01_C_2018',
+ '4_Marini_UNIPD01_Cn_2018', '4_Marini_UNIPD01_D_2018',
+ '4_Marini_UNIPD01_Dn_2018', '4_Marini_UNIPD01_E_2018',
+ '4_Marini_UNIPD01_En_2018', '4_Marini_UNIPD01_F_2018',
+ '4_Marini_UNIPD01_Fn_2018', '4_Marini_UNIPD01_G_2018',
+ '4_Marini_UNIPD01_Gn_2018', '4_Marini_UNIPD01_H_2018',
+ '4_Marini_UNIPD01_Hn_2018', '4_Marini_UNIPD01_I_2018',
+ '4_Marini_UNIPD01_In_2018', '5_Marini_UNIPD02_A_2019',
+ '5_Marini_UNIPD02_AA_2019', '5_Marini_UNIPD02_AB_2019',
+ '5_Marini_UNIPD02_AC_2019', '5_Marini_UNIPD02_AD_2019',
+ '5_Marini_UNIPD02_AE_2019', '5_Marini_UNIPD02_AF_2019',
+ '5_Marini_UNIPD02_AG_2019', '5_Marini_UNIPD02_AH_2019',
+ '5_Marini_UNIPD02_AI_2019', '5_Marini_UNIPD02_AJ_2019',
+ '5_Marini_UNIPD02_AK_2019', '5_Marini_UNIPD02_AL_2019',
+ '5_Marini_UNIPD02_AM_2019', '5_Marini_UNIPD02_AN_2019',
+ '5_Marini_UNIPD02_AO_2019', '5_Marini_UNIPD02_AP_2019',
+ '5_Marini_UNIPD02_AQ_2019', '5_Marini_UNIPD02_AR_2019',
+ '5_Marini_UNIPD02_AS_2019', '5_Marini_UNIPD02_AT_2019',
+ '5_Marini_UNIPD02_AU_2019', '5_Marini_UNIPD02_AV_2019',
+ '5_Marini_UNIPD02_AW_2019', '5_Marini_UNIPD02_AX_2019',
+ '5_Marini_UNIPD02_AZ_2019', '5_Marini_UNIPD02_B_2019',
+ '5_Marini_UNIPD02_C_2019', '5_Marini_UNIPD02_D_2019',
+ '5_Marini_UNIPD02_E_2019', '5_Marini_UNIPD02_F_2019',
+ '5_Marini_UNIPD02_G_2019', '5_Marini_UNIPD02_H_2019',
+ '5_Marini_UNIPD02_I_2019', '5_Marini_UNIPD02_J_2019',
+ '5_Marini_UNIPD02_K_2019', '5_Marini_UNIPD02_L_2019',
+ '5_Marini_UNIPD02_M_2019', '5_Marini_UNIPD02_N_2019',
+ '5_Marini_UNIPD02_O_2019', '5_Marini_UNIPD02_P_2019',
+ '5_Marini_UNIPD02_Q_2019', '5_Marini_UNIPD02_R_2019',
+ '5_Marini_UNIPD02_S_2019', '5_Marini_UNIPD02_T_2019',
+ '5_Marini_UNIPD02_U_2019', '5_Marini_UNIPD02_V_2019',
+ '5_Marini_UNIPD02_W_2019', '5_Marini_UNIPD02_X_2019',
+ '5_Marini_UNIPD02_Y_2019', '5_Marini_UNIPD02_Z_2019',
+ '6_Marini_UNIPD03_CD10_2020', '6_Marini_UNIPD03_CD11_2020',
+ '6_Marini_UNIPD03_CD12_2020', '6_Marini_UNIPD03_CD13_2020',
+ '6_Marini_UNIPD03_CD14_2020', '6_Marini_UNIPD03_CD15_2020',
+ '6_Marini_UNIPD03_CD16_2020', '6_Marini_UNIPD03_CD17_2020',
+ '6_Marini_UNIPD03_CD18_2020', '6_Marini_UNIPD03_CD19_2020',
+ '6_Marini_UNIPD03_CD2_2020', '6_Marini_UNIPD03_CD20_2020',
+ '6_Marini_UNIPD03_CD21_2020', '6_Marini_UNIPD03_CD22_2020',
+ '6_Marini_UNIPD03_CD23_2020', '6_Marini_UNIPD03_CD24_2020',
+ '6_Marini_UNIPD03_CD26_2020', '6_Marini_UNIPD03_CD27_2020',
+ '6_Marini_UNIPD03_CD28_2020', '6_Marini_UNIPD03_CD29_2020',
+ '6_Marini_UNIPD03_CD3_2020', '6_Marini_UNIPD03_CD30_2020',
+ '6_Marini_UNIPD03_CD31_2020', '6_Marini_UNIPD03_CD34_2020',
+ '6_Marini_UNIPD03_CD35_2020', '6_Marini_UNIPD03_CD36_2020',
+ '6_Marini_UNIPD03_CD4_2020', '6_Marini_UNIPD03_CD5_2020',
+ '6_Marini_UNIPD03_CD9_2020', '6_Marini_UNIPD03_D1_2020',
+ '6_Marini_UNIPD03_D10_2020', '6_Marini_UNIPD03_D11_2020',
+ '6_Marini_UNIPD03_D12_2020', '6_Marini_UNIPD03_D13_2020',
+ '6_Marini_UNIPD03_D14_2020', '6_Marini_UNIPD03_D15_2020',
+ '6_Marini_UNIPD03_D16_2020', '6_Marini_UNIPD03_D17_2020',
+ '6_Marini_UNIPD03_D18_2020', '6_Marini_UNIPD03_D19_2020',
+ '6_Marini_UNIPD03_D2_2020', '6_Marini_UNIPD03_D21_2020',
+ '6_Marini_UNIPD03_D22_2020', '6_Marini_UNIPD03_D23_2020',
+ '6_Marini_UNIPD03_D24_2020', '6_Marini_UNIPD03_D25_2020',
+ '6_Marini_UNIPD03_D26_2020', '6_Marini_UNIPD03_D27_2020',
+ '6_Marini_UNIPD03_D28_2020', '6_Marini_UNIPD03_D29_2020',
+ '6_Marini_UNIPD03_D3_2020', '6_Marini_UNIPD03_D30_2020',
+ '6_Marini_UNIPD03_D31_2020', '6_Marini_UNIPD03_D33_2020',
+ '6_Marini_UNIPD03_D34_2020', '6_Marini_UNIPD03_D35_2020',
+ '6_Marini_UNIPD03_D36_2020', '6_Marini_UNIPD03_D4_2020',
+ '6_Marini_UNIPD03_D5_2020', '6_Marini_UNIPD03_D6_2020',
+ '6_Marini_UNIPD03_D7_2020', '6_Marini_UNIPD03_D8_2020',
+ '6_Marini_UNIPD03_D9_2020', '6_Marini_UNIPD03_E1_2020',
+ '6_Marini_UNIPD03_E10_2020', '6_Marini_UNIPD03_E11_2020',
+ '6_Marini_UNIPD03_E13_2020', '6_Marini_UNIPD03_E14_2020',
+ '6_Marini_UNIPD03_E15_2020', '6_Marini_UNIPD03_E16_2020',
+ '6_Marini_UNIPD03_E17_2020', '6_Marini_UNIPD03_E19_2020',
+ '6_Marini_UNIPD03_E2_2020', '6_Marini_UNIPD03_E20_2020',
+ '6_Marini_UNIPD03_E21_2020', '6_Marini_UNIPD03_E22_2020',
+ '6_Marini_UNIPD03_E23_2020', '6_Marini_UNIPD03_E24_2020',
+ '6_Marini_UNIPD03_E25_2020', '6_Marini_UNIPD03_E26_2020',
+ '6_Marini_UNIPD03_E27_2020', '6_Marini_UNIPD03_E28_2020',
+ '6_Marini_UNIPD03_E29_2020', '6_Marini_UNIPD03_E3_2020',
+ '6_Marini_UNIPD03_E30_2020', '6_Marini_UNIPD03_E31_2020',
+ '6_Marini_UNIPD03_E32_2020', '6_Marini_UNIPD03_E33_2020',
+ '6_Marini_UNIPD03_E34_2020', '6_Marini_UNIPD03_E35_2020',
+ '6_Marini_UNIPD03_E36_2020', '6_Marini_UNIPD03_E4_2020',
+ '6_Marini_UNIPD03_E5_2020', '6_Marini_UNIPD03_E9_2020',
+ '7_Scheper_Chize_1_Field_boundary_2015',
+ '7_Scheper_Chize_1_Grassland_2015',
+ '7_Scheper_Chize_10_Field_boundary_2015',
+ '7_Scheper_Chize_10_Grassland_2015',
+ '7_Scheper_Chize_11_Field_boundary_2015',
+ '7_Scheper_Chize_11_Grassland_2015',
+ '7_Scheper_Chize_12_Field_boundary_2015',
+ '7_Scheper_Chize_12_Grassland_2015',
+ '7_Scheper_Chize_13_Field_boundary_2015',
+ '7_Scheper_Chize_13_Grassland_2015',
+ '7_Scheper_Chize_14_Field_boundary_2015',
+ '7_Scheper_Chize_14_Grassland_2015',
+ '7_Scheper_Chize_15_Field_boundary_2015',
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+ '15_Magrach_5_2020', '16_Manincor_Bois_de_Fontaret_2016_2016',
+ '16_Manincor_Chateau_Gaillard_2016_2016', '16_Manincor_Falaises_2016_2016',
+ '16_Manincor_Fourches_2016_2016', '16_Manincor_Larris_2016_2016',
+ '16_Manincor_Riez_2016_2016', '17_Fisogni_Gessi_2011_2011',
+ '17_Fisogni_Gessi_2012_2012', '17_Fisogni_Gessi_2013_2013',
+ '17_Fisogni_Gessi_2014_2014', '18_Bartomeus_Aznalcazar_2015',
+ '18_Bartomeus_Bonares_2015', '18_Bartomeus_Conventodelaluz_2015',
+ '18_Bartomeus_Cotitodesantateresa_2015', '18_Bartomeus_Elpinar_2015',
+ '18_Bartomeus_Elpozo_2015', '18_Bartomeus_Esparragal_2015',
+ '18_Bartomeus_Lacunya_2015', '18_Bartomeus_Larocina_2015',
+ '18_Bartomeus_Lasmulas_2015', '18_Bartomeus_Niebla_2015',
+ '18_Bartomeus_Pinaresdehinojos_2015', '18_Bartomeus_Pinodelcuervo_2015',
+ '18_Bartomeus_Urbanizaciones_2015', '18_Bartomeus_Villamanriqueeste_2015',
+ '18_Bartomeus_Villamanriquesur_2015', '19_Jauker_01_2004',
+ '19_Jauker_02_2004', '19_Jauker_03_2004', '19_Jauker_04_2004',
+ '19_Jauker_05_2004', '19_Jauker_06_2004', '19_Jauker_07_2004',
+ '19_Jauker_08_2004', '19_Jauker_09_2004', '19_Jauker_10_2004',
+ '19_Jauker_11_2004', '19_Jauker_12_2004', '19_Jauker_13_2004',
+ '19_Jauker_14_2004', '19_Jauker_15_2004', '19_Jauker_16_2004',
+ '19_Jauker_17_2004', '19_Jauker_18_2004', '19_Jauker_19_2004',
+ '19_Jauker_20_2004', '19_Jauker_21_2004', '19_Jauker_22_2004',
+ '19_Jauker_23_2004', '19_Jauker_24_2004', '19_Jauker_25_2004',
+ '19_Jauker_26_2004', '19_Jauker_27_2004', '19_Jauker_28_2004',
+ '19_Jauker_29_2004', '19_Jauker_30_2004', '19_Jauker_31_2004',
+ '19_Jauker_32_2004', '20_Hoiss_H1_2010', '20_Hoiss_H3_2010',
+ '20_Hoiss_H4_2010', '20_Hoiss_H5_2010', '20_Hoiss_H6_2010',
+ '20_Hoiss_H7_2010', '20_Hoiss_HO1_2010', '20_Hoiss_HO2_2010',
+ '20_Hoiss_HO3_2010', '20_Hoiss_HO4_2010', '20_Hoiss_HO5_2010',
+ '20_Hoiss_T1_2010', '20_Hoiss_T4_2010', '20_Hoiss_T5_2010',
+ '20_Hoiss_Wmb1_2010', '21_Hopfenmuller_Allersdorf_2010',
+ '21_Hopfenmuller_Bieberbach_2010', '21_Hopfenmuller_Bindlacher_Berg_2010',
+ '21_Hopfenmuller_Friesen_2010', '21_Hopfenmuller_Groenohe_2010',
+ '21_Hopfenmuller_Haselbrunn_2010', '21_Hopfenmuller_Hohe_Leite_2010',
+ '21_Hopfenmuller_Kainach_2010', '21_Hopfenmuller_Kalkberg_2010',
+ '21_Hopfenmuller_Kleinziegenfeld_2010', '21_Hopfenmuller_Kottel_2010',
+ '21_Hopfenmuller_Leidingshof_2010', '21_Hopfenmuller_Neuburg_2010',
+ '21_Hopfenmuller_Oberailsfeld_2010', '21_Hopfenmuller_Pottenstein_2010',
+ '21_Hopfenmuller_Schirradorf_2010', '21_Hopfenmuller_Schutzengraben_2010',
+ '21_Hopfenmuller_Spitzberg_2010', '21_Hopfenmuller_Tiefenellern_2010',
+ '21_Hopfenmuller_Wallersberg_2010', '21_Hopfenmuller_Wattendorf_2010',
+ '21_Hopfenmuller_Wiesenthau_2010', '21_Hopfenmuller_Wonsees_2010',
+ '22_Kallnik_h1_2010', '22_Kallnik_h1_2011', '22_Kallnik_h1_2012',
+ '22_Kallnik_h2_2010', '22_Kallnik_h2_2011', '22_Kallnik_h2_2012',
+ '22_Kallnik_h3_2010', '22_Kallnik_h3_2011', '22_Kallnik_h3_2012',
+ '22_Kallnik_h4_2010', '22_Kallnik_h4_2011', '22_Kallnik_h4_2012',
+ '22_Kallnik_h5_2010', '22_Kallnik_h5_2011', '22_Kallnik_h5_2012',
+ '22_Kallnik_h6_2010', '22_Kallnik_h6_2011', '22_Kallnik_h6_2012',
+ '22_Kallnik_h7_2010', '22_Kallnik_h7_2011', '22_Kallnik_h7_2012',
+ '22_Kallnik_ho1_2010', '22_Kallnik_ho1_2011', '22_Kallnik_ho1_2012',
+ '22_Kallnik_ho2_2010', '22_Kallnik_ho2_2011', '22_Kallnik_ho2_2012',
+ '22_Kallnik_ho3_2010', '22_Kallnik_ho3_2011', '22_Kallnik_ho3_2012',
+ '22_Kallnik_ho4_2010', '22_Kallnik_ho4_2011', '22_Kallnik_ho4_2012',
+ '22_Kallnik_ho5_2010', '22_Kallnik_ho5_2011', '22_Kallnik_ho5_2012',
+ '22_Kallnik_t1_2010', '22_Kallnik_t1_2011', '22_Kallnik_t1_2012',
+ '22_Kallnik_t4_2010', '22_Kallnik_t4_2012', '22_Kallnik_t5_2010',
+ '22_Kallnik_t5_2011', '22_Kallnik_t5_2012', '22_Kallnik_wma1_2010',
+ '22_Kallnik_wma1_2011', '22_Kallnik_wma1_2012', '22_Kallnik_wma2_2010',
+ '22_Kallnik_wma2_2011', '22_Kallnik_wma2_2012', '22_Kallnik_wma3_2010',
+ '22_Kallnik_wma3_2011', '22_Kallnik_wma3_2012', '22_Kallnik_wma4_2010',
+ '22_Kallnik_wma4_2011', '22_Kallnik_wma4_2012', '22_Kallnik_wma5_2010',
+ '22_Kallnik_wma5_2011', '22_Kallnik_wma5_2012', '22_Kallnik_wmb1_2010',
+ '22_Kallnik_wmb1_2011', '22_Kallnik_wmb1_2012', '22_Kallnik_wmb2_2010',
+ '22_Kallnik_wmb2_2011', '22_Kallnik_wmb2_2012', '22_Kallnik_wmb3_2010',
+ '22_Kallnik_wmb3_2011', '22_Kallnik_wmb3_2012', '22_Kallnik_wmb4_2010',
+ '22_Kallnik_wmb4_2011', '22_Kallnik_wmb4_2012', '22_Kallnik_wmb5_2010',
+ '22_Kallnik_wmb5_2011', '22_Kallnik_wmb5_2012', '23_Holzschuh_1_2011',
+ '23_Holzschuh_1_2012', '23_Holzschuh_10_2011', '23_Holzschuh_10_2012',
+ '23_Holzschuh_11_2011', '23_Holzschuh_11_2012', '23_Holzschuh_12_2011',
+ '23_Holzschuh_12_2012', '23_Holzschuh_13_2011', '23_Holzschuh_13_2012',
+ '23_Holzschuh_14_2011', '23_Holzschuh_14_2012', '23_Holzschuh_15_2011',
+ '23_Holzschuh_15_2012', '23_Holzschuh_16_2011', '23_Holzschuh_16_2012',
+ '23_Holzschuh_2_2011', '23_Holzschuh_2_2012', '23_Holzschuh_3_2011',
+ '23_Holzschuh_3_2012', '23_Holzschuh_4_2011', '23_Holzschuh_4_2012',
+ '23_Holzschuh_5_2011', '23_Holzschuh_5_2012', '23_Holzschuh_6_2011',
+ '23_Holzschuh_6_2012', '23_Holzschuh_7_2011', '23_Holzschuh_7_2012',
+ '23_Holzschuh_8_2011', '23_Holzschuh_8_2012', '23_Holzschuh_9_2011',
+ '23_Holzschuh_9_2012', '24_Holzschuh_1_2011', '24_Holzschuh_1_2012',
+ '24_Holzschuh_10_2011', '24_Holzschuh_10_2012', '24_Holzschuh_11_2011',
+ '24_Holzschuh_11_2012', '24_Holzschuh_12_2011', '24_Holzschuh_12_2012',
+ '24_Holzschuh_13_2011', '24_Holzschuh_13_2012', '24_Holzschuh_14_2011',
+ '24_Holzschuh_14_2012', '24_Holzschuh_15_2011', '24_Holzschuh_15_2012',
+ '24_Holzschuh_16_2011', '24_Holzschuh_16_2012', '24_Holzschuh_2_2011',
+ '24_Holzschuh_2_2012', '24_Holzschuh_3_2011', '24_Holzschuh_3_2012',
+ '24_Holzschuh_4_2011', '24_Holzschuh_4_2012', '24_Holzschuh_5_2011',
+ '24_Holzschuh_5_2012', '24_Holzschuh_6_2011', '24_Holzschuh_6_2012',
+ '24_Holzschuh_7_2011', '24_Holzschuh_7_2012', '24_Holzschuh_8_2011',
+ '24_Holzschuh_8_2012', '24_Holzschuh_9_2011', '24_Holzschuh_9_2012',
+ '25_Holzschuh_1_2011', '25_Holzschuh_1_2012', '25_Holzschuh_10_2011',
+ '25_Holzschuh_10_2012', '25_Holzschuh_11_2011', '25_Holzschuh_11_2012',
+ '25_Holzschuh_12_2011', '25_Holzschuh_12_2012', '25_Holzschuh_13_2011',
+ '25_Holzschuh_13_2012', '25_Holzschuh_14_2011', '25_Holzschuh_14_2012',
+ '25_Holzschuh_15_2011', '25_Holzschuh_15_2012', '25_Holzschuh_16_2011',
+ '25_Holzschuh_16_2012', '25_Holzschuh_2_2011', '25_Holzschuh_2_2012',
+ '25_Holzschuh_3_2011', '25_Holzschuh_3_2012', '25_Holzschuh_4_2011',
+ '25_Holzschuh_4_2012', '25_Holzschuh_5_2011', '25_Holzschuh_5_2012',
+ '25_Holzschuh_6_2011', '25_Holzschuh_6_2012', '25_Holzschuh_7_2011',
+ '25_Holzschuh_7_2012', '25_Holzschuh_8_2011', '25_Holzschuh_8_2012',
+ '25_Holzschuh_9_2011', '25_Holzschuh_9_2012',
+ '26_Castro_Ferrero_2011A_PARCEL1_2011',
+ '26_Castro_Ferrero_2011A_PARCEL2_2011',
+ '26_Castro_Ferrero_2011A_PARCEL3_2011',
+ '26_Castro_Ferrero_2011A_PARCEL4_2011',
+ '26_Castro_Ferrero_2011A_PARCEL5_2011',
+ '26_Castro_Ferrero_2011A_PARCEL6_2011',
+ '26_Castro_Ferrero_2011B_PARCEL1_2011',
+ '26_Castro_Ferrero_2011B_PARCEL2_2011',
+ '26_Castro_Ferrero_2011B_PARCEL3_2011',
+ '26_Castro_Ferrero_2011B_PARCEL4_2011',
+ '26_Castro_Ferrero_2011B_PARCEL5_2011',
+ '26_Castro_Ferrero_2011B_PARCEL6_2011', '27_Castro_pasture_2021',
+ '27_Castro_semi_natural_area_2021', '27_Castro_shrubland_1_2021',
+ '27_Castro_shrubland_2_2021', '28_Sutter_1_2014', '28_Sutter_1_2013',
+ '28_Sutter_10_2014', '28_Sutter_10_2013', '28_Sutter_11_2014',
+ '28_Sutter_11_2013', '28_Sutter_12_2014', '28_Sutter_12_2013',
+ '28_Sutter_13_2014', '28_Sutter_13_2013', '28_Sutter_14_2014',
+ '28_Sutter_14_2013', '28_Sutter_17_2014', '28_Sutter_17_2013',
+ '28_Sutter_19_2013', '28_Sutter_19_2014', '28_Sutter_2_2014',
+ '28_Sutter_2_2013', '28_Sutter_20_2014', '28_Sutter_20_2013',
+ '28_Sutter_21_2014', '28_Sutter_21_2013', '28_Sutter_3_2014',
+ '28_Sutter_3_2013', '28_Sutter_4_2014', '28_Sutter_4_2013',
+ '28_Sutter_5_2014', '28_Sutter_5_2013', '28_Sutter_6_2014',
+ '28_Sutter_6_2013', '28_Sutter_8_2014', '28_Sutter_8_2013',
+ '28_Sutter_9_2014', '28_Sutter_9_2013', '29_Magrach_Barca_2011',
+ '29_Magrach_Barca_2012', '29_Magrach_Bonares_2011',
+ '29_Magrach_Bonares_2012', '29_Magrach_Canal_2012',
+ '29_Magrach_Cartaya_2011', '29_Magrach_Cartaya_2012',
+ '29_Magrach_Cetrero_2011', '29_Magrach_Cetrero_2012',
+ '29_Magrach_Curva_2011', '29_Magrach_Estanque_2011',
+ '29_Magrach_Estanque_2012', '29_Magrach_Gibraleon_2011',
+ '29_Magrach_Gibraleon_2012', '29_Magrach_Gravera_2011',
+ '29_Magrach_Lucena_2011', '29_Magrach_Lucena_2012',
+ '29_Magrach_Menajo_2011', '29_Magrach_Menajo_2012',
+ '29_Magrach_Niebla_2011', '29_Magrach_Niebla_2012',
+ '29_Magrach_Pinar_2011', '29_Magrach_Pinar_2012',
+ '29_Magrach_Redondela_2011', '29_Magrach_Redondela_2012',
+ '29_Magrach_Rociana_2011', '29_Magrach_Villablanca_2011',
+ '29_Magrach_Villablanca_2012', '29_Magrach_Viso_2011',
+ '29_Magrach_Viso_2012', '30_Smith_lsk02_2011', '30_Smith_lsk02_2012',
+ '30_Smith_lsk08_2011', '30_Smith_lsk08_2012', '30_Smith_lsk12_2011',
+ '30_Smith_lsk12_2012', '30_Smith_lsk14_2011', '30_Smith_lsk14_2012',
+ '30_Smith_lsk21_2011', '30_Smith_lsk21_2012', '30_Smith_lsk32_2011',
+ '30_Smith_lsk32_2012', '30_Smith_lsk42_2011', '30_Smith_lsk42_2012',
+ '30_Smith_lsk46_2011', '30_Smith_lsk46_2012', '30_Smith_lsk48_2011',
+ '30_Smith_lsk48_2012', '30_Smith_lsk57_2011', '30_Smith_lsk57_2012',
+ '30_Smith_lsk59_2011', '30_Smith_lsk59_2012', '30_Smith_lsk64_2011',
+ '30_Smith_lsk64_2012', '30_Smith_lsk73_2011', '30_Smith_lsk73_2012',
+ '30_Smith_lsk74_2011', '30_Smith_lsk74_2012', '30_Smith_lsk77_2011',
+ '30_Smith_lsk77_2012', '30_Smith_lsk78_2011', '30_Smith_lsk78_2012',
+ '31_Roberts_Beacroft_2012', '31_Roberts_Carlisle_2012',
+ '31_Roberts_Carlisle_2013', '31_Roberts_Chamberlain_2012',
+ '31_Roberts_Chamberlain_2013', '31_Roberts_Hadland_2012',
+ '31_Roberts_Hadland_2013', '31_Roberts_Hunt_2012', '31_Roberts_Hunt_2013',
+ '31_Roberts_Jefferies_2012', '31_Roberts_Jefferies_2013',
+ '31_Roberts_Livingstone_far_2012', '31_Roberts_Livingstone_far_2013',
+ '31_Roberts_Livingstone_house_2012', '31_Roberts_Livingstone_house_2013',
+ '31_Roberts_Mearns_2012', '31_Roberts_Mearns_2013',
+ '31_Roberts_Nicholson_2012', '31_Roberts_Nicholson_2013',
+ '31_Roberts_Sadler_2012', '31_Roberts_Sadler_2013',
+ '31_Roberts_Taylor_2012', '31_Roberts_Taylor_2013',
+ '31_Roberts_Walter_2012', '31_Roberts_Walter_2013',
+ '31_Roberts_White_left_2012', '31_Roberts_White_left_2013',
+ '31_Roberts_White_right_2012', '31_Roberts_White_right_2013',
+ '32_ORourke_Ark_1_CD3_2011', '32_ORourke_Ark_2_CD3_2011',
+ '32_ORourke_Ark_3_CD3_2011', '32_ORourke_Bal_1_CD3_2011',
+ '32_ORourke_Bal_2_CD3_2011', '32_ORourke_Bal_3_CD3_2011',
+ '32_ORourke_Cah_1_CD3_2011', '32_ORourke_Cah_2_CD3_2011',
+ '32_ORourke_Cah_3_CD3_2011', '32_ORourke_Cur_1_CD3_2011',
+ '32_ORourke_Cur_2_CD3_2011', '32_ORourke_Cur_3_CD3_2011',
+ '32_ORourke_Kil_1_CD3_2011', '32_ORourke_Kil_2_CD3_2011',
+ '32_ORourke_Kil_3_CD3_2011', '32_ORourke_Mag_1_CD3_2011',
+ '32_ORourke_Mag_2_CD3_2011', '32_ORourke_Mag_3_CD3_2011',
+ '32_ORourke_Rav_1_CD3_2011', '32_ORourke_Rav_2_CD3_2011',
+ '32_ORourke_Rav_3_CD3_2011', '32_ORourke_Sal_1_CD3_2011',
+ '32_ORourke_Sal_2_CD3_2011', '32_ORourke_Sal_3_CD3_2011',
+ '33_Power_10A_1_GA_2009', '33_Power_10A_2_GA_2009',
+ '33_Power_10A_3_GA_2009', '33_Power_10B_1_GA1_2009',
+ '33_Power_10B_2_GA1_2009', '33_Power_10B_3_GA1_2009',
+ '33_Power_1A_1_GA_2009', '33_Power_1A_2_GA_2009', '33_Power_1A_3_GA_2009',
+ '33_Power_1B_2_GA1_2009', '33_Power_1B_3_GA1_2009',
+ '33_Power_2A_1_GA_2009', '33_Power_2A_2_GA_2009', '33_Power_2A_3_GA_2009',
+ '33_Power_2B_2_GA1_2009', '33_Power_2B_3_GA1_2009',
+ '33_Power_3A_2_GA_2009', '33_Power_3A_3_GA_2009', '33_Power_3B_1_GA1_2009',
+ '33_Power_3B_2_GA1_2009', '33_Power_3B_3_GA1_2009',
+ '33_Power_4A_1_GA_2009', '33_Power_4A_2_GA_2009', '33_Power_4A_3_GA_2009',
+ '33_Power_4B_1_GA1_2009', '33_Power_4B_2_GA1_2009',
+ '33_Power_4B_3_GA1_2009', '33_Power_5A_2_GA_2009', '33_Power_5A_3_GA_2009',
+ '33_Power_5B_2_GA1_2009', '33_Power_5B_3_GA1_2009',
+ '33_Power_6A_1_GA_2009', '33_Power_6A_2_GA_2009', '33_Power_6A_3_GA_2009',
+ '33_Power_6B_1_GA1_2009', '33_Power_6B_2_GA1_2009',
+ '33_Power_6B_3_GA1_2009', '33_Power_7A_1_GA_2009', '33_Power_7A_2_GA_2009',
+ '33_Power_7A_3_GA_2009', '33_Power_7B_1_GA1_2009',
+ '33_Power_7B_2_GA1_2009', '33_Power_7B_3_GA1_2009',
+ '33_Power_8A_1_GA_2009', '33_Power_8A_2_GA_2009', '33_Power_8A_3_GA_2009',
+ '33_Power_8B_2_GA1_2009', '33_Power_8B_3_GA1_2009',
+ '33_Power_9A_1_GA_2009', '33_Power_9A_2_GA_2009', '33_Power_9A_3_GA_2009',
+ '33_Power_9B_1_GA1_2009', '33_Power_9B_2_GA1_2009',
+ '33_Power_9B_3_GA1_2009', '34_Stanley_CG42_C1_GA1_2009',
+ '34_Stanley_CG42_C2_GA1_2009', '34_Stanley_CG42_E1_GA1_2009',
+ '34_Stanley_CG42_E2_GA1_2009', '34_Stanley_CG43_C1_GA1_2009',
+ '34_Stanley_CG43_C2_GA1_2009', '34_Stanley_CG43_E1_GA1_2009',
+ '34_Stanley_CG43_E2_GA1_2009', '34_Stanley_CG45_C1_GA1_2009',
+ '34_Stanley_CG45_E1_GA1_2009', '34_Stanley_CG45_E2_GA1_2009',
+ '34_Stanley_CG49_E1_GA1_2009', '34_Stanley_CG49_E2_GA1_2009',
+ '34_Stanley_CG50_C1_GA1_2009', '34_Stanley_CG50_C2_GA1_2009',
+ '34_Stanley_CG50_E1_GA1_2009', '34_Stanley_CG50_E2_GA1_2009',
+ '34_Stanley_CT32_C2_BC1_2009', '34_Stanley_CT32_E1_BC1_2009',
+ '34_Stanley_CT32_E2_BC1_2009', '34_Stanley_CT33_E1_BC1_2009',
+ '34_Stanley_CT33_E2_BC1_2009', '34_Stanley_CT35_E1_BC1_2009',
+ '34_Stanley_CT35_E2_BC1_2009', '34_Stanley_CT36_E1_BC1_2009',
+ '34_Stanley_CT36_E2_BC1_2009', '34_Stanley_CT37_E1_BC1_2009',
+ '34_Stanley_CT37_E2_BC1_2009', '34_Stanley_MG11_C1_BC1_2009',
+ '34_Stanley_MG11_C2_BC1_2009', '34_Stanley_MG11_E1_BC1_2009',
+ '34_Stanley_MG11_E2_BC1_2009', '34_Stanley_MG12_C1_BC1_2009',
+ '34_Stanley_MG12_E1_BC1_2009', '34_Stanley_MG12_E2_BC1_2009',
+ '34_Stanley_MG13_C1_BC1_2009', '34_Stanley_MG13_C2_BC1_2009',
+ '34_Stanley_MG13_E1_BC1_2009', '34_Stanley_MG13_E2_BC1_2009',
+ '34_Stanley_MG14_C1_BC1_2009', '34_Stanley_MG14_C2_BC1_2009',
+ '34_Stanley_MG14_E1_BC1_2009', '34_Stanley_MG14_E2_BC1_2009',
+ '34_Stanley_MG18_C1_BC1_2009', '34_Stanley_MG18_C2_BC1_2009',
+ '34_Stanley_MG18_E1_BC1_2009', '34_Stanley_MG18_E2_BC1_2009',
+ '34_Stanley_MT1_C1_BC1_2009', '34_Stanley_MT1_E1_BC1_2009',
+ '34_Stanley_MT1_E2_BC1_2009', '34_Stanley_MT10_C1_BC1_2009',
+ '34_Stanley_MT10_C2_BC1_2009', '34_Stanley_MT10_E1_BC1_2009',
+ '34_Stanley_MT10_E2_BC1_2009', '34_Stanley_MT2_C1_BC1_2009',
+ '34_Stanley_MT2_C2_BC1_2009', '34_Stanley_MT2_E1_BC1_2009',
+ '34_Stanley_MT2_E2_BC1_2009', '34_Stanley_MT3_C1_BC1_2009',
+ '34_Stanley_MT3_E1_BC1_2009', '34_Stanley_MT3_E2_BC1_2009',
+ '34_Stanley_MT4_C1_BC1_2009', '34_Stanley_MT4_E1_BC1_2009',
+ '34_Stanley_MT4_E2_BC1_2009', '34_Stanley_OS23_C1_BC1_2009',
+ '34_Stanley_OS23_C2_BC1_2009', '34_Stanley_OS23_E1_BC1_2009',
+ '34_Stanley_OS23_E2_BC1_2009', '34_Stanley_OS24_C1_BC1_2009',
+ '34_Stanley_OS24_E1_BC1_2009', '34_Stanley_OS24_E2_BC1_2009',
+ '34_Stanley_OS26_C1_BC1_2009', '34_Stanley_OS26_C2_BC1_2009',
+ '34_Stanley_OS26_E1_BC1_2009', '34_Stanley_OS26_E2_BC1_2009',
+ '34_Stanley_OS27_C1_BC1_2009', '34_Stanley_OS27_C2_BC1_2009',
+ '34_Stanley_OS27_E1_BC1_2009', '34_Stanley_OS27_E2_BC1_2009',
+ '34_Stanley_OS29_C1_BC1_2009', '34_Stanley_OS29_C2_BC1_2009',
+ '34_Stanley_OS29_E1_BC1_2009', '34_Stanley_OS29_E2_BC1_2009',
+ '35_Mullen_All_Saints_1_GS1_2011', '35_Mullen_All_Saints_1_GS1_2010',
+ '35_Mullen_All_Saints_2_GS1_2011', '35_Mullen_All_Saints_2_GS1_2010',
+ '35_Mullen_All_Saints_3_GS1_2011', '35_Mullen_All_Saints_3_GS1_2010',
+ '35_Mullen_All_Saints_4_GS1_2011', '35_Mullen_All_Saints_4_GS1_2010',
+ '35_Mullen_All_Saints_5_GS1_2011', '35_Mullen_All_Saints_6_GS1_2011',
+ '35_Mullen_All_Saints_6_GS1_2010', '35_Mullen_Ardmullen_1_GS1_2010',
+ '35_Mullen_Ardmullen_2_GS1_2011', '35_Mullen_Ardmullen_2_GS1_2010',
+ '35_Mullen_Ardmullen_3_GS1_2011', '35_Mullen_Ardmullen_3_GS1_2010',
+ '35_Mullen_Ardmullen_5_GS1_2011', '35_Mullen_Ardmullen_5_GS1_2010',
+ '35_Mullen_Ardmullen_6_GS1_2011', '35_Mullen_Ardmullen_6_GS1_2010',
+ '35_Mullen_Ballinasloe_1_GS1_2011', '35_Mullen_Ballinasloe_2_GS1_2011',
+ '35_Mullen_Ballinasloe_2_GS1_2010', '35_Mullen_Ballinasloe_3_GS1_2011',
+ '35_Mullen_Ballinasloe_3_GS1_2010', '35_Mullen_Ballinasloe_4_GS1_2010',
+ '35_Mullen_Ballinasloe_5_GS1_2011', '35_Mullen_Ballinasloe_6_GS1_2011',
+ '35_Mullen_Ballinasloe_6_GS1_2010', '35_Mullen_Ballyduff_1_GS1_2011',
+ '35_Mullen_Ballyduff_1_GS1_2010', '35_Mullen_Ballyduff_2_GS1_2011',
+ '35_Mullen_Ballyduff_2_GS1_2010', '35_Mullen_Ballyduff_3_GS1_2011',
+ '35_Mullen_Ballyduff_3_GS1_2010', '35_Mullen_Ballyduff_4_GS1_2010',
+ '35_Mullen_Ballyduff_5_GS1_2011', '35_Mullen_Ballyduff_5_GS1_2010',
+ '35_Mullen_Ballyduff_6_GS1_2011', '35_Mullen_Ballyduff_6_GS1_2010',
+ '35_Mullen_Breeole_1_GS1_2011', '35_Mullen_Breeole_1_GS1_2010',
+ '35_Mullen_Breeole_2_GS1_2011', '35_Mullen_Breeole_2_GS1_2010',
+ '35_Mullen_Breeole_3_GS1_2011', '35_Mullen_Breeole_3_GS1_2010',
+ '35_Mullen_Breeole_4_GS1_2011', '35_Mullen_Breeole_4_GS1_2010',
+ '35_Mullen_Breeole_5_GS1_2011', '35_Mullen_Breeole_6_GS1_2011',
+ '35_Mullen_Breeole_6_GS1_2010', '35_Mullen_Carrownalassan_1_GS1_2011',
+ '35_Mullen_Carrownalassan_1_GS1_2010',
+ '35_Mullen_Carrownalassan_2_GS1_2011',
+ '35_Mullen_Carrownalassan_2_GS1_2010',
+ '35_Mullen_Carrownalassan_3_GS1_2011',
+ '35_Mullen_Carrownalassan_3_GS1_2010',
+ '35_Mullen_Carrownalassan_4_GS1_2011',
+ '35_Mullen_Carrownalassan_5_GS1_2011',
+ '35_Mullen_Carrownalassan_6_GS1_2011',
+ '35_Mullen_Carrownalassan_6_GS1_2010',
+ '35_Mullen_Castlesampson_1_GS1_2010', '35_Mullen_Castlesampson_2_GS1_2011',
+ '35_Mullen_Castlesampson_2_GS1_2010', '35_Mullen_Castlesampson_3_GS1_2011',
+ '35_Mullen_Castlesampson_3_GS1_2010', '35_Mullen_Castlesampson_4_GS1_2011',
+ '35_Mullen_Castlesampson_4_GS1_2010', '35_Mullen_Castlesampson_5_GS1_2011',
+ '35_Mullen_Castlesampson_5_GS1_2010', '35_Mullen_Castlesampson_6_GS1_2011',
+ '35_Mullen_Castlestrange_1_GS1_2011', '35_Mullen_Castlestrange_1_GS1_2010',
+ '35_Mullen_Castlestrange_2_GS1_2011', '35_Mullen_Castlestrange_3_GS1_2011',
+ '35_Mullen_Castlestrange_3_GS1_2010', '35_Mullen_Castlestrange_4_GS1_2011',
+ '35_Mullen_Castlestrange_5_GS1_2011', '35_Mullen_Clonmacnoise_1_GS1_2011',
+ '35_Mullen_Clonmacnoise_1_GS1_2010', '35_Mullen_Clonmacnoise_2_GS1_2011',
+ '35_Mullen_Clonmacnoise_2_GS1_2010', '35_Mullen_Clonmacnoise_3_GS1_2011',
+ '35_Mullen_Clonmacnoise_3_GS1_2010', '35_Mullen_Clonmacnoise_4_GS1_2011',
+ '35_Mullen_Clonmacnoise_4_GS1_2010', '35_Mullen_Clonmacnoise_5_GS1_2011',
+ '35_Mullen_Clonmacnoise_6_GS1_2011', '35_Mullen_Clonmacnoise_6_GS1_2010',
+ '35_Mullen_Cloonfenbaun_1_GS1_2010', '35_Mullen_Cloonfenbaun_2_GS1_2011',
+ '35_Mullen_Cloonfenbaun_2_GS1_2010', '35_Mullen_Cloonfenbaun_3_GS1_2011',
+ '35_Mullen_Cloonfenbaun_3_GS1_2010', '35_Mullen_Cloonfenbaun_5_GS1_2011',
+ '35_Mullen_Cloonfenbaun_5_GS1_2010', '35_Mullen_Cloonfenbaun_6_GS1_2011',
+ '35_Mullen_Curry_1_GS1_2011', '35_Mullen_Curry_1_GS1_2010',
+ '35_Mullen_Curry_2_GS1_2011', '35_Mullen_Curry_2_GS1_2010',
+ '35_Mullen_Curry_3_GS1_2011', '35_Mullen_Curry_3_GS1_2010',
+ '35_Mullen_Curry_4_GS1_2011', '35_Mullen_Curry_5_GS1_2011',
+ '35_Mullen_Curry_5_GS1_2010', '35_Mullen_Curry_6_GS1_2011',
+ '35_Mullen_Curry_6_GS1_2010', '35_Mullen_Fray_1_GS1_2011',
+ '35_Mullen_Fray_1_GS1_2010', '35_Mullen_Fray_2_GS1_2011',
+ '35_Mullen_Fray_2_GS1_2010', '35_Mullen_Fray_3_GS1_2011',
+ '35_Mullen_Fray_3_GS1_2010', '35_Mullen_Fray_4_GS1_2011',
+ '35_Mullen_Fray_4_GS1_2010', '35_Mullen_Fray_5_GS1_2011',
+ '35_Mullen_Fray_6_GS1_2011', '35_Mullen_Fray_6_GS1_2010',
+ '35_Mullen_Glenballythomas_1_GS1_2010',
+ '35_Mullen_Glenballythomas_2_GS1_2011',
+ '35_Mullen_Glenballythomas_2_GS1_2010',
+ '35_Mullen_Glenballythomas_3_GS1_2011',
+ '35_Mullen_Glenballythomas_3_GS1_2010',
+ '35_Mullen_Glenballythomas_4_GS1_2011',
+ '35_Mullen_Glenballythomas_4_GS1_2010',
+ '35_Mullen_Glenballythomas_5_GS1_2010',
+ '35_Mullen_Glenballythomas_6_GS1_2011',
+ '35_Mullen_Glenballythomas_6_GS1_2010',
+ '35_Mullen_Knockrogherry_1_GS1_2010', '35_Mullen_Knockrogherry_2_GS1_2011',
+ '35_Mullen_Knockrogherry_2_GS1_2010', '35_Mullen_Knockrogherry_3_GS1_2011',
+ '35_Mullen_Knockrogherry_5_GS1_2011', '35_Mullen_Knockrogherry_6_GS1_2011',
+ '35_Mullen_Knockrogherry_6_GS1_2010', '35_Mullen_Pollalaher_1_GS1_2011',
+ '35_Mullen_Pollalaher_1_GS1_2010', '35_Mullen_Pollalaher_2_GS1_2011',
+ '35_Mullen_Pollalaher_3_GS1_2011', '35_Mullen_Pollalaher_3_GS1_2010',
+ '35_Mullen_Pollalaher_6_GS1_2011', '35_Mullen_Pollalaher_6_GS1_2010',
+ '35_Mullen_Skrine_1_1_GS1_2011', '35_Mullen_Skrine_1_1_GS1_2010',
+ '35_Mullen_Skrine_1_2_GS1_2011', '35_Mullen_Skrine_1_2_GS1_2010',
+ '35_Mullen_Skrine_1_3_GS1_2011', '35_Mullen_Skrine_1_3_GS1_2010',
+ '35_Mullen_Skrine_1_4_GS1_2011', '35_Mullen_Skrine_1_5_GS1_2010',
+ '35_Mullen_Skrine_1_6_GS1_2011', '35_Mullen_Skrine_1_6_GS1_2010',
+ '35_Mullen_Skrine_2_1_GS1_2011', '35_Mullen_Skrine_2_1_GS1_2010',
+ '35_Mullen_Skrine_2_2_GS1_2011', '35_Mullen_Skrine_2_2_GS1_2010',
+ '35_Mullen_Skrine_2_3_GS1_2011', '35_Mullen_Skrine_2_3_GS1_2010',
+ '35_Mullen_Skrine_2_5_GS1_2011', '35_Mullen_Skrine_2_6_GS1_2011',
+ '35_Mullen_Tibarney_1_GS1_2011', '35_Mullen_Tibarney_2_GS1_2011',
+ '35_Mullen_Tibarney_2_GS1_2010', '35_Mullen_Tibarney_3_GS1_2011',
+ '35_Mullen_Tibarney_3_GS1_2010', '35_Mullen_Tibarney_4_GS1_2011',
+ '35_Mullen_Tibarney_4_GS1_2010', '35_Mullen_Tibarney_5_GS1_2011',
+ '35_Mullen_Tibarney_5_GS1_2010', '35_Mullen_Tibarney_6_GS1_2011',
+ '35_Mullen_Turrock_1_GS1_2011', '35_Mullen_Turrock_1_GS1_2010',
+ '35_Mullen_Turrock_2_GS1_2011', '35_Mullen_Turrock_2_GS1_2010',
+ '35_Mullen_Turrock_3_GS1_2011', '35_Mullen_Turrock_3_GS1_2010',
+ '35_Mullen_Turrock_4_GS1_2011', '35_Mullen_Turrock_4_GS1_2010',
+ '35_Mullen_Turrock_5_GS1_2011', '35_Mullen_Turrock_5_GS1_2010',
+ '35_Mullen_Turrock_6_GS1_2011', '35_Mullen_Turrock_6_GS1_2010',
+ '36_Larkin_Ballinphunta_Co_Clare_14_2017_GS1_2017',
+ '36_Larkin_Barracks_Lyan_Co_Clare_13_2017_GS1_2017',
+ '36_Larkin_Caherbullog_Co_Clare_4_2017_GA1_2017',
+ '36_Larkin_Cappagh_Aghacurreen_Co_Clare_15_2017_GA1_2017',
+ '36_Larkin_Carrownamaddra_Co_Clare_16_2017_GA1_2017',
+ '36_Larkin_Cloonselherny_Co_Clare_1_2018_GS1_WS1_2017',
+ '36_Larkin_Creehaun_Carron_Co_Clare_4_2018_GA1_GS1_WS1_2017',
+ '36_Larkin_Deelin_Beg_Carron_Co_Clare_23_2017_GS1_2017',
+ '36_Larkin_Derreenatloghtan_Co_Clare_1_2017_GS1_2017',
+ '36_Larkin_Doorus_Demesne_Co_Galway_12_2017_GS1_2017',
+ '36_Larkin_Fermoyle_st_Formoyle_East_Fanore_Co_Clare_17_2017_GS1_2017',
+ '36_Larkin_Formoyle_East_Co_Clare_18_2017_GS1_2017',
+ '36_Larkin_Funshin_Beg_Co_Galway_11_2017_GS1_2017',
+ '36_Larkin_Glencolumbkille_South_Carron_Co_Clare_19_2017_GA1_2017',
+ '36_Larkin_Glencolumbkille_South_Carron_Co_Clare_20_2017_GS1_2017',
+ '36_Larkin_Gleninsheen_Co_Clare_2_2018_GA1_GS1_WS1_2017',
+ '36_Larkin_Keelhilla_Co_Clare_3_2017_GA1_GS1_2017',
+ '36_Larkin_Kilcorkan_Co_Clare_22_2017_GS1_2017',
+ '36_Larkin_Newtown_Co_Clare_7_2017_GS1_2017',
+ '36_Larkin_Poulnalour_Co_Clare_10_2017_GA1_2017',
+ '36_Larkin_Rannagh_West_Carron_Co_Clare_21_2017_GA1_2017',
+ '36_Larkin_Teeskagh_Carron_Co_Clare_8_2017_GA1_2017',
+ '36_Larkin_Tonarussa_Co_Clare_5_2017_GA1_2017', '37_White_An_2018',
+ '37_White_Bl_2018', '37_White_Bn_2018', '37_White_Ce_2018',
+ '37_White_Cn_2018', '37_White_CW_2018', '37_White_DB_2018',
+ '37_White_ED_2018', '37_White_Fs_2018', '37_White_GB_2018',
+ '37_White_GT_2018', '37_White_JK_2018', '37_White_Kr_2018',
+ '37_White_Lp_2018', '37_White_Me_2018', '37_White_ND_2018',
+ '37_White_NG_2018', '37_White_NS_2018', '37_White_Pn_2018',
+ '37_White_Te_2018', '37_White_WD_2018', '38_Maurer_A1_2020',
+ '38_Maurer_A2_2020', '38_Maurer_A3_2020', '38_Maurer_A4_2020',
+ '38_Maurer_R1_2020', '38_Maurer_R2_2020', '38_Maurer_R3_2020',
+ '38_Maurer_R4_2020', '38_Maurer_U1_2020', '38_Maurer_U2_2020',
+ '38_Maurer_U3_2020', '38_Maurer_U4_2020', '39_Schweiger_A1_arable_2_2021',
+ '39_Schweiger_A1_arable_5_2021', '39_Schweiger_A1_ruderal_3_2021',
+ '39_Schweiger_A1_ruderal_4_2021', '39_Schweiger_A1_ruderal_5_2021',
+ '39_Schweiger_A1_woodland_decidious_1_2021',
+ '39_Schweiger_A1_woodland_scrub_1_2021', '39_Schweiger_A2_arable_3_2021',
+ '39_Schweiger_A2_ruderal_2_2021', '39_Schweiger_A2_ruderal_4_2021',
+ '39_Schweiger_A2_ruderal_5_2021',
+ '39_Schweiger_A2_woodland_decidious_1_2021',
+ '39_Schweiger_A2_woodland_decidious_3_2021',
+ '39_Schweiger_A2_woodland_decidious_6_2021',
+ '39_Schweiger_A3_arable_4_2021', '39_Schweiger_A3_arable_6_2021',
+ '39_Schweiger_A3_ruderal_1_2021',
+ '39_Schweiger_A3_semi_natural_grass_2_2021',
+ '39_Schweiger_A3_semi_natural_herb_2_2021',
+ '39_Schweiger_A3_semi_natural_herb_3_2021',
+ '39_Schweiger_A3_semi_natural_herb_5_2021',
+ '39_Schweiger_A3_woodland_decidious_2_2021',
+ '39_Schweiger_A3_woodland_decidious_3_2021',
+ '39_Schweiger_A3_woodland_decidious_4_2021',
+ '39_Schweiger_A3_woodland_decidious_5_2021',
+ '39_Schweiger_A4_arable_7_2021', '39_Schweiger_A4_ruderal_2_2021',
+ '39_Schweiger_A4_semi_natural_grass_3_2021',
+ '39_Schweiger_A4_semi_natural_grass_4_2021',
+ '39_Schweiger_A4_semi_natural_grass_5_2021',
+ '39_Schweiger_A4_woodland_decidious_6_2021',
+ '39_Schweiger_A4_woodland_scrub_1_2021', '39_Schweiger_I1_arable_6_2021',
+ '39_Schweiger_I1_ruderal_1_2021', '39_Schweiger_I1_ruderal_2_2021',
+ '39_Schweiger_I1_ruderal_3_2021',
+ '39_Schweiger_I1_semi_natural_grass_5_2021',
+ '39_Schweiger_I1_woodland_scrub_4_2021', '39_Schweiger_I2_ruderal_4_2021',
+ '39_Schweiger_I2_ruderal_5_2021',
+ '39_Schweiger_I2_semi_natural_grass_2_2021',
+ '39_Schweiger_I2_semi_natural_grass_3_2021',
+ '39_Schweiger_I2_semi_natural_grass_5_2021',
+ '39_Schweiger_I2_woodland_scrub_1_2021',
+ '39_Schweiger_I2_woodland_scrub_6_2021', '39_Schweiger_I3_arable_6_2021',
+ '39_Schweiger_I3_intensive_grass_3_2021', '39_Schweiger_I3_ruderal_2_2021',
+ '39_Schweiger_I3_ruderal_6_2021',
+ '39_Schweiger_I3_semi_natural_grass_3_2021',
+ '39_Schweiger_I3_semi_natural_grass_4_2021',
+ '39_Schweiger_I3_semi_natural_grass_5_2021',
+ '39_Schweiger_I3_woodland_decidious_1_2021',
+ '39_Schweiger_I4_ruderal_4_2021', '39_Schweiger_I4_ruderal_6_2021',
+ '39_Schweiger_I4_semi_natural_grass_2_2021',
+ '39_Schweiger_I4_semi_natural_grass_5_2021',
+ '39_Schweiger_I4_semi_natural_grass_6_2021',
+ '39_Schweiger_I4_semi_natural_grass_7_2021',
+ '39_Schweiger_I4_semi_natural_grass_8_2021',
+ '39_Schweiger_I4_woodland_coniferous_3_2021',
+ '39_Schweiger_I4_woodland_coniferous_5_2021',
+ '39_Schweiger_I4_woodland_scrub_3_2021',
+ '39_Schweiger_I4_woodland_small_1_2021',
+ '39_Schweiger_I4_woodland_small_2_2021',
+ '39_Schweiger_I4_woodland_small_4_2021',
+ '39_Schweiger_R1_intensive_grass_3_2021', '39_Schweiger_R1_ruderal_1_2021',
+ '39_Schweiger_R1_semi_natural_grass_4_2021',
+ '39_Schweiger_R1_woodland_decidious_2_2021',
+ '39_Schweiger_R2_arable_9_2021', '39_Schweiger_R2_ruderal_4_2021',
+ '39_Schweiger_R2_ruderal_8_2021',
+ '39_Schweiger_R2_semi_natural_grass_1_2021',
+ '39_Schweiger_R2_semi_natural_grass_3_2021',
+ '39_Schweiger_R2_semi_natural_grass_5_2021',
+ '39_Schweiger_R2_semi_natural_grass_6_2021',
+ '39_Schweiger_R2_woodland_decidious_10_2021',
+ '39_Schweiger_R2_woodland_decidious_2_2021',
+ '39_Schweiger_R2_woodland_decidious_7_2021',
+ '39_Schweiger_R2_woodland_scrub_2_2021', '39_Schweiger_R3_arable_6_2021',
+ '39_Schweiger_R3_ruderal_1_2021', '39_Schweiger_R3_ruderal_5_2021',
+ '39_Schweiger_R3_semi_natural_grass_4_2021',
+ '39_Schweiger_R3_woodland_decidious_2_2021',
+ '39_Schweiger_R3_woodland_decidious_3_2021',
+ '39_Schweiger_R4_ruderal_5_2021',
+ '39_Schweiger_R4_semi_natural_grass_1_2021',
+ '39_Schweiger_R4_semi_natural_grass_2_2021',
+ '39_Schweiger_R4_woodland_decidious_3_2021',
+ '39_Schweiger_R4_woodland_decidious_4_2021',
+ '39_Schweiger_R4_woodland_decidious_6_2021',
+ '39_Schweiger_U1_garden_4_2021', '39_Schweiger_U1_garden_5_2021',
+ '39_Schweiger_U1_ruderal_2_2021', '39_Schweiger_U1_ruderal_3_2021',
+ '39_Schweiger_U1_ruderal_6_2021',
+ '39_Schweiger_U1_semi_natural_grass_1_2021',
+ '39_Schweiger_U2_garden_1_2021', '39_Schweiger_U2_garden_2_2021',
+ '39_Schweiger_U2_garden_3_2021', '39_Schweiger_U2_garden_4_2021',
+ '39_Schweiger_U2_garden_5_2021', '39_Schweiger_U2_garden_6_2021',
+ '39_Schweiger_U3_garden_1_2021', '39_Schweiger_U3_garden_2_2021',
+ '39_Schweiger_U3_ruderal_3_2021', '39_Schweiger_U3_ruderal_5_2021',
+ '39_Schweiger_U3_semi_natural_grass_4_2021',
+ '39_Schweiger_U3_semi_natural_grass_6_2021',
+ '39_Schweiger_U4_garden_1_2021', '39_Schweiger_U4_garden_2_2021',
+ '39_Schweiger_U4_garden_3_2021', '39_Schweiger_U4_ruderal_4_2021',
+ '39_Schweiger_U4_ruderal_5_2021',
+ '39_Schweiger_U4_semi_natural_grass_5_2021', '40_Knight_Ghe_ari_2017',
+ '41_Knight_1_wooded_meadow_2018', '41_Knight_2_alvar_pasture_2018',
+ '41_Knight_3_alvar_pasture_2018', '41_Knight_4_wooded_meadow_2018',
+ '41_Knight_5_wooded_meadow_2018', '41_Knight_6_alvar_pasture_2018',
+ '42_Knight_M1Restored_2019', '42_Knight_M2Natural_2019',
+ '42_Knight_M3Natural_2019', '42_Knight_M4Restored_2019',
+ '42_Knight_M5Restored_2019', '42_Knight_M6Natural_2019',
+ '42_Knight_M7Natural_2019', '42_Knight_M8Restored_2019',
+ '43_Knight_K1_2019', '43_Knight_K2_2019', '43_Knight_K3_2019',
+ '43_Knight_K4_2019', '43_Knight_L1_2019', '43_Knight_L2_2019',
+ '43_Knight_L3_2019', '43_Knight_L4_2019', '43_Knight_P1_2019',
+ '43_Knight_P2_2019', '43_Knight_P3_2019', '43_Knight_P4_2019',
+ '44_Knight_M1_2018', '44_Knight_M10_2018', '44_Knight_M11_2018',
+ '44_Knight_M12_2018', '44_Knight_M13_2018', '44_Knight_M14_2018',
+ '44_Knight_M15_2018', '44_Knight_M16_2018', '44_Knight_M17_2018',
+ '44_Knight_M18_2018', '44_Knight_M2_2018', '44_Knight_M3_2018',
+ '44_Knight_M4_2018', '44_Knight_M5_2018', '44_Knight_M6_2018',
+ '44_Knight_M7_2018', '44_Knight_M8_2018', '44_Knight_M9_2018',
+ '45_Knight_Hermanovice_meadow_2018', '45_Knight_Hermanovice_pasture_2018',
+ '45_Knight_HorniGrunt_meadow_2018', '45_Knight_Jarnoltowek_pasture_2018',
+ '45_Knight_Mnichov_meadow_2018', '46_Knight_Gora_Gipsowa_2018',
+ '47_Benadi_1_2010', '47_Benadi_2_2010', '47_Benadi_3_2010',
+ '47_Benadi_4_2010', '47_Benadi_5_2010', '47_Benadi_6_2010',
+ '48_Lara-Romero_nevero_Encroached_pasture_2011_2011',
+ '48_Lara-Romero_nevero_Pasture_2011_2011',
+ '48_Lara-Romero_penalara_Encroached_pasture_2011_2011',
+ '48_Lara-Romero_penalara_Pasture_2011_2011',
+ '49_Hervias-Parejo_Na_Redona_2018_2018',
+ '49_Hervias-Parejo_Na_Redona_2019_2019',
+ '50_Hervias-Parejo_Cala_Tirant_2021',
+ '50_Hervias-Parejo_coast_Son_Bou_2021', '50_Hervias-Parejo_Favaritx_2021',
+ '50_Hervias-Parejo_Llucalari_2021',
+ '50_Hervias-Parejo_platja_Es_Grau_2021', '50_Hervias-Parejo_Sa_Bassa_2021',
+ '50_Hervias-Parejo_Salinas_2021',
+ '50_Hervias-Parejo_Sant_Jaume_de_Dalt_2021',
+ '50_Hervias-Parejo_Torre_Fornells_2021', '51_Petanidou_Eresos_3_2012',
+ '51_Petanidou_Katergo_2014', '51_Petanidou_Merihas_2015',
+ '51_Petanidou_Poisses_2013', '51_Petanidou_Pyrgos_2013',
+ '51_Petanidou_Sigri_3_2012', '51_Petanidou_Sklavogianni_2015',
+ '51_Petanidou_Vatousa_1_2012', '51_Petanidou_Zoodohos_Pigi_2013',
+ '52_Hadrava_1_2013', '52_Hadrava_2_2013', '52_Hadrava_3_2013',
+ '52_Hadrava_4_2013', '52_Hadrava_5_2013', '52_Hadrava_6_2013',
+ '52_Hadrava_7_2013', '52_Hadrava_8_2013', '52_Hadrava_9_2013',
+ '52_Hadrava_10_2013', '52_Hadrava_11_2013', '52_Hadrava_12_2013',
+ '52_Hadrava_13_2013', '52_Hadrava_14_2013', '52_Hadrava_15_2013',
+ '52_Hadrava_16_2013', '52_Hadrava_17_2013', '52_Hadrava_18_2013',
+ '52_Hadrava_19_2013', '52_Hadrava_20_2013', '52_Hadrava_21_2013',
+ '52_Hadrava_22_2013', '52_Hadrava_23_2013', '52_Hadrava_24_2013',
+ '52_Hadrava_25_2013', '52_Hadrava_26_2013', '52_Hadrava_27_2013',
+ '52_Hadrava_29_2013', '52_Hadrava_30_2013', '52_Hadrava_31_2013',
+ '52_Hadrava_32_2013', '52_Hadrava_33_2014', '52_Hadrava_34_2014',
+ '52_Hadrava_35_2014', '52_Hadrava_36_2014', '52_Hadrava_37_2014',
+ '52_Hadrava_38_2014', '52_Hadrava_39_2014', '52_Hadrava_40_2014',
+ '52_Hadrava_41_2014', '52_Hadrava_42_2014', '52_Hadrava_43_2014',
+ '52_Hadrava_44_2014', '52_Hadrava_45_2014', '52_Hadrava_46_2014',
+ '52_Hadrava_47_2014', '52_Hadrava_48_2014', '52_Hadrava_49_2014',
+ '53_Libran-embid_M1Restored_2019', '53_Libran-embid_M2Natural_2019',
+ '53_Libran-embid_M3Natural_2019', '53_Libran-embid_M4Restored_2019',
+ '53_Libran-embid_M5Restored_2019', '53_Libran-embid_M6Natural_2019',
+ '53_Libran-embid_M7Natural_2019', '53_Libran-embid_M8Restored_2019',
+ '54_Lazaro_AloeVera_2018_2018', '54_Lazaro_CanRefila_2018_2018',
+ '54_Lazaro_CanVolaVola_2018_2018', '54_Lazaro_CarrerBetlem_2018_2018',
+ '54_Lazaro_EsCabanells_2018_2018', '54_Lazaro_EsCapdella_2018_2018',
+ '54_Lazaro_Esporles_2018_2018', '54_Lazaro_MontiSion_2018_2018',
+ '54_Lazaro_Muro_2018_2018', '54_Lazaro_Puntiro_2018_2018',
+ '54_Lazaro_SaRitxola_2018_2018', '54_Lazaro_sHeretat_2018_2018',
+ '54_Lazaro_SonBaco_2018_2018', '54_Lazaro_SonDoblons_2018_2018',
+ '54_Lazaro_SonForteza_2018_2018', '54_Lazaro_SonGinard_2018_2018',
+ '54_Lazaro_SonGual_2018_2018', '54_Lazaro_SonMutNou_2018_2018',
+ '54_Lazaro_SonSali_2018_2018', '54_Lazaro_UIB_2018_2018',
+]
+
+names_set = set(names)
+files = [((interactions, metadata), alt, None) for alt in names]
+
+# Earlier versions, from the GitHub repository (by commit; only available as R
+# data): 1.0.0, and 1.1.0, whose data files are identical to those of 1.2.0.
+# Their networks that differ from those of version 1.3.0 (and, for 1.1.0,
+# from those of 1.0.0), in the order of their first record
+old_versions = {
+ '1.0': ('c4ff99b0b99289e966ddbba076a475f3183b5458', '''
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+39_Schweiger_A4_semi_natural_grass_4_2021
+39_Schweiger_A4_semi_natural_grass_5_2021
+39_Schweiger_A4_woodland_decidious_6_2021
+39_Schweiger_A4_woodland_scrub_1_2021 39_Schweiger_I1_arable_6_2021
+39_Schweiger_I1_ruderal_1_2021 39_Schweiger_I1_ruderal_2_2021
+39_Schweiger_I1_ruderal_3_2021 39_Schweiger_I1_semi_natural_grass_5_2021
+39_Schweiger_I1_woodland_scrub_4_2021 39_Schweiger_I2_ruderal_4_2021
+39_Schweiger_I2_ruderal_5_2021 39_Schweiger_I2_semi_natural_grass_2_2021
+39_Schweiger_I2_semi_natural_grass_3_2021
+39_Schweiger_I2_semi_natural_grass_5_2021
+39_Schweiger_I2_woodland_scrub_1_2021 39_Schweiger_I2_woodland_scrub_6_2021
+39_Schweiger_I3_arable_6_2021 39_Schweiger_I3_intensive_grass_3_2021
+39_Schweiger_I3_ruderal_2_2021 39_Schweiger_I3_ruderal_6_2021
+39_Schweiger_I3_semi_natural_grass_3_2021
+39_Schweiger_I3_semi_natural_grass_4_2021
+39_Schweiger_I3_semi_natural_grass_5_2021
+39_Schweiger_I3_woodland_decidious_1_2021 39_Schweiger_I4_ruderal_4_2021
+39_Schweiger_I4_ruderal_6_2021 39_Schweiger_I4_semi_natural_grass_2_2021
+39_Schweiger_I4_semi_natural_grass_5_2021
+39_Schweiger_I4_semi_natural_grass_6_2021
+39_Schweiger_I4_semi_natural_grass_7_2021
+39_Schweiger_I4_semi_natural_grass_8_2021
+39_Schweiger_I4_woodland_coniferous_3_2021
+39_Schweiger_I4_woodland_coniferous_5_2021
+39_Schweiger_I4_woodland_scrub_3_2021 39_Schweiger_I4_woodland_small_1_2021
+39_Schweiger_I4_woodland_small_2_2021 39_Schweiger_I4_woodland_small_4_2021
+39_Schweiger_R1_intensive_grass_3_2021 39_Schweiger_R1_ruderal_1_2021
+39_Schweiger_R1_semi_natural_grass_4_2021
+39_Schweiger_R1_woodland_decidious_2_2021 39_Schweiger_R2_arable_9_2021
+39_Schweiger_R2_ruderal_4_2021 39_Schweiger_R2_ruderal_8_2021
+39_Schweiger_R2_semi_natural_grass_1_2021
+39_Schweiger_R2_semi_natural_grass_3_2021
+39_Schweiger_R2_semi_natural_grass_5_2021
+39_Schweiger_R2_semi_natural_grass_6_2021
+39_Schweiger_R2_woodland_decidious_10_2021
+39_Schweiger_R2_woodland_decidious_2_2021
+39_Schweiger_R2_woodland_decidious_7_2021
+39_Schweiger_R2_woodland_scrub_2_2021 39_Schweiger_R3_arable_6_2021
+39_Schweiger_R3_ruderal_1_2021 39_Schweiger_R3_ruderal_5_2021
+39_Schweiger_R3_semi_natural_grass_4_2021
+39_Schweiger_R3_woodland_decidious_2_2021
+39_Schweiger_R3_woodland_decidious_3_2021 39_Schweiger_R4_ruderal_5_2021
+39_Schweiger_R4_semi_natural_grass_1_2021
+39_Schweiger_R4_semi_natural_grass_2_2021
+39_Schweiger_R4_woodland_decidious_3_2021
+39_Schweiger_R4_woodland_decidious_4_2021
+39_Schweiger_R4_woodland_decidious_6_2021 39_Schweiger_U1_garden_4_2021
+39_Schweiger_U1_garden_5_2021 39_Schweiger_U1_ruderal_2_2021
+39_Schweiger_U1_ruderal_3_2021 39_Schweiger_U1_ruderal_6_2021
+39_Schweiger_U1_semi_natural_grass_1_2021 39_Schweiger_U2_garden_1_2021
+39_Schweiger_U2_garden_2_2021 39_Schweiger_U2_garden_3_2021
+39_Schweiger_U2_garden_4_2021 39_Schweiger_U2_garden_5_2021
+39_Schweiger_U2_garden_6_2021 39_Schweiger_U3_garden_1_2021
+39_Schweiger_U3_garden_2_2021 39_Schweiger_U3_ruderal_3_2021
+39_Schweiger_U3_ruderal_5_2021 39_Schweiger_U3_semi_natural_grass_4_2021
+39_Schweiger_U3_semi_natural_grass_6_2021 39_Schweiger_U4_garden_1_2021
+39_Schweiger_U4_garden_2_2021 39_Schweiger_U4_garden_3_2021
+39_Schweiger_U4_ruderal_4_2021 39_Schweiger_U4_ruderal_5_2021
+39_Schweiger_U4_semi_natural_grass_5_2021 40_Knight_Ghe_ari_2017
+41_Knight_1_wooded_meadow_2018 41_Knight_2_alvar_pasture_2018
+41_Knight_3_alvar_pasture_2018 41_Knight_4_wooded_meadow_2018
+41_Knight_5_wooded_meadow_2018 41_Knight_6_alvar_pasture_2018
+42_Knight_M1Restored_2019 42_Knight_M2Natural_2019 42_Knight_M3Natural_2019
+42_Knight_M4Restored_2019 42_Knight_M5Restored_2019 42_Knight_M6Natural_2019
+42_Knight_M7Natural_2019 42_Knight_M8Restored_2019 43_Knight_K1_2019
+43_Knight_K2_2019 43_Knight_K3_2019 43_Knight_K4_2019 43_Knight_L1_2019
+43_Knight_L2_2019 43_Knight_L3_2019 43_Knight_L4_2019 43_Knight_P1_2019
+43_Knight_P2_2019 43_Knight_P3_2019 43_Knight_P4_2019 44_Knight_M1_2018
+44_Knight_M10_2018 44_Knight_M11_2018 44_Knight_M12_2018 44_Knight_M13_2018
+44_Knight_M14_2018 44_Knight_M15_2018 44_Knight_M16_2018 44_Knight_M17_2018
+44_Knight_M18_2018 44_Knight_M2_2018 44_Knight_M3_2018 44_Knight_M4_2018
+44_Knight_M5_2018 44_Knight_M6_2018 44_Knight_M7_2018 44_Knight_M8_2018
+44_Knight_M9_2018 45_Knight_Hermanovice_meadow_2018
+45_Knight_Hermanovice_pasture_2018 45_Knight_HorniGrunt_meadow_2018
+45_Knight_Jarnoltowek_pasture_2018 45_Knight_Mnichov_meadow_2018
+46_Knight_Gora_Gipsowa_2018 47_Benadi_1_2010 47_Benadi_2_2010 47_Benadi_3_2010
+47_Benadi_4_2010 47_Benadi_5_2010 47_Benadi_6_2010
+48_Lara-Romero_nevero_Encroached_pasture_2011_2011
+48_Lara-Romero_nevero_Pasture_2011_2011
+48_Lara-Romero_penalara_Encroached_pasture_2011_2011
+48_Lara-Romero_penalara_Pasture_2011_2011
+49_Hervias-Parejo_Na_Redona_2018_2018 50_Hervias-Parejo_Cala_Tirant_2021
+50_Hervias-Parejo_coast_Son_Bou_2021 50_Hervias-Parejo_Favaritx_2021
+50_Hervias-Parejo_Llucalari_2021 50_Hervias-Parejo_platja_Es_Grau_2021
+50_Hervias-Parejo_Sa_Bassa_2021 50_Hervias-Parejo_Salinas_2021
+50_Hervias-Parejo_Sant_Jaume_de_Dalt_2021
+50_Hervias-Parejo_Torre_Fornells_2021 51_Petanidou_Eresos_3_2012
+51_Petanidou_Katergo_2014 51_Petanidou_Merihas_2015 51_Petanidou_Poisses_2013
+51_Petanidou_Pyrgos_2013 51_Petanidou_Sigri_3_2012
+51_Petanidou_Sklavogianni_2015 51_Petanidou_Vatousa_1_2012
+51_Petanidou_Zoodohos_Pigi_2013 52_Hadrava_1_2013 52_Hadrava_2_2013
+52_Hadrava_3_2013 52_Hadrava_4_2013 52_Hadrava_5_2013 52_Hadrava_6_2013
+52_Hadrava_7_2013 52_Hadrava_8_2013 52_Hadrava_9_2013 52_Hadrava_10_2013
+52_Hadrava_11_2013 52_Hadrava_12_2013 52_Hadrava_13_2013 52_Hadrava_14_2013
+52_Hadrava_15_2013 52_Hadrava_16_2013 52_Hadrava_17_2013 52_Hadrava_18_2013
+52_Hadrava_19_2013 52_Hadrava_20_2013 52_Hadrava_21_2013 52_Hadrava_22_2013
+52_Hadrava_23_2013 52_Hadrava_24_2013 52_Hadrava_25_2013 52_Hadrava_26_2013
+52_Hadrava_27_2013 52_Hadrava_29_2013 52_Hadrava_30_2013 52_Hadrava_31_2013
+52_Hadrava_32_2013 52_Hadrava_33_2014 52_Hadrava_34_2014 52_Hadrava_35_2014
+52_Hadrava_36_2014 52_Hadrava_37_2014 52_Hadrava_38_2014 52_Hadrava_39_2014
+52_Hadrava_40_2014 52_Hadrava_41_2014 52_Hadrava_42_2014 52_Hadrava_43_2014
+52_Hadrava_44_2014 52_Hadrava_45_2014 52_Hadrava_46_2014 52_Hadrava_47_2014
+52_Hadrava_48_2014 52_Hadrava_49_2014 53_Libran-Embid_M1Restored_2019
+53_Libran-Embid_M2Natural_2019 53_Libran-Embid_M3Natural_2019
+53_Libran-Embid_M4Restored_2019 53_Libran-Embid_M5Restored_2019
+53_Libran-Embid_M6Natural_2019 53_Libran-Embid_M7Natural_2019
+53_Libran-Embid_M8Restored_2019 54_Lazaro_AloeVera_2018_2018
+54_Lazaro_CanRefila_2018_2018 54_Lazaro_CanVolaVola_2018_2018
+54_Lazaro_CarrerBetlem_2018_2018 54_Lazaro_EsCabanells_2018_2018
+54_Lazaro_EsCapdella_2018_2018 54_Lazaro_Esporles_2018_2018
+54_Lazaro_MontiSion_2018_2018 54_Lazaro_Muro_2018_2018
+54_Lazaro_Puntiro_2018_2018 54_Lazaro_SaRitxola_2018_2018
+54_Lazaro_sHeretat_2018_2018 54_Lazaro_SonBaco_2018_2018
+54_Lazaro_SonDoblons_2018_2018 54_Lazaro_SonForteza_2018_2018
+54_Lazaro_SonGinard_2018_2018 54_Lazaro_SonGual_2018_2018
+54_Lazaro_SonMutNou_2018_2018 54_Lazaro_SonSali_2018_2018
+54_Lazaro_UIB_2018_2018
+'''.split()),
+ '1.1': ('1ee7ad79c54ae42c62ae66cd734e058923ab9bd4', '''
+10_Vanbergen_FR_VAU_2021 50_Hervias-Parejo_Cala_Tirant_2021
+50_Hervias-Parejo_Favaritx_2021 50_Hervias-Parejo_Llucalari_2021
+50_Hervias-Parejo_platja_Es_Grau_2021 50_Hervias-Parejo_Salinas_2021
+50_Hervias-Parejo_Sant_Jaume_de_Dalt_2021
+50_Hervias-Parejo_Torre_Fornells_2021 54_Lazaro_EsCabanells_2018_2018
+'''.split()),
+}
+
+for ver, (sha, order) in old_versions.items():
+ files += [((f'{sha}/Data/3_Final_data/Interaction_data.rds',
+ f'{sha}/Data/3_Final_data/Metadata.rds'), f'v{ver}_{alt}', None)
+ for alt in order]
+
+def fetch_upstream(force=False):
+ name = __name__.split(".")[-1]
+ fetch_upstream_files(name, 'https://raw.githubusercontent.com/JoseBSL/EuPPollNet',
+ [f for f in files if f[1][0] == "v"], force)
+ return fetch_upstream_files(name, upstream_prefix,
+ [f for f in files if f[1][0] != "v"], force)
+
+def decoded_lines(f):
+ # a few lines are encoded in Mac OS Roman instead of UTF-8
+ for line in f:
+ try:
+ yield line.decode("utf8")
+ except UnicodeDecodeError:
+ yield line.decode("mac_roman")
+
+def joined(vals):
+ return "; ".join(dict.fromkeys(vals))
+
+@cache_network()
+@coerce_props()
+@annotate()
+def parse(alts=None):
+ name = __name__.split(".")[-1]
+ if alts is None or any(alt in names_set for alt in alts):
+ with open_upstream_file(name, metadata, "r") as f:
+ meta = {(r["Study_id"], r["Year"]): r for r in csv.DictReader(f)}
+ nets = {}
+ with (open_upstream_file(name, interactions, "rb") as fz,
+ gzip.open(fz) as f):
+ for r in csv.DictReader(decoded_lines(f)):
+ alt = alt_name(r["Study_id"], r["Network_id"], r["Date"][:4])
+ if alts is not None and alt not in alts:
+ continue
+ nets.setdefault(alt, []).append(r)
+ yield from build_networks(names, nets, meta)
+ for ver, (sha, order) in old_versions.items():
+ prefix = f"v{ver}_"
+ if alts is None:
+ want = order
+ else:
+ want = [a[len(prefix):] for a in alts if a.startswith(prefix)]
+ if not want:
+ continue
+ meta, nets = read_old_version(name, sha)
+ yield from build_networks(order, {a: nets[a] for a in want}, meta,
+ prefix=prefix)
+
+# The columns of the interaction data used by build_networks()
+COLUMNS = ["Study_id", "Network_id", "Sampling_method", "Authors_habitat",
+ "EuPPollNet_habitat", "Bioregion", "Country", "Locality", "Latitude",
+ "Longitude", "Date", "Interaction"] + \
+ [f"{k}_{c}" for k in ("Plant", "Pollinator")
+ for c in ("accepted_name", "rank", "order", "family", "genus",
+ "unsure_id")]
+
+_old_cache = {}
+
+def read_old_version(name, sha):
+ """The metadata and the records of an earlier version (only available as
+ R data), grouped by network, with the values as in the CSV files of the
+ current version (strings, "NA" for missing values, dates as YYYY-MM-DD).
+ The last version read is kept in memory, since the networks are parsed
+ one at a time."""
+ if sha in _old_cache:
+ return _old_cache[sha]
+ _old_cache.clear()
+ def columns(fname):
+ with open_upstream_file(name, f"{sha}/Data/3_Final_data/{fname}", "rb") as f:
+ val, attrs = read_rds(f.read())
+ cols = {}
+ for k, c in zip(attrs["names"], val):
+ if isinstance(c, tuple):
+ c, cattrs = c
+ if "levels" in cattrs:
+ levels = cattrs["levels"]
+ c = [levels[x - 1] if x is not None else None for x in c]
+ elif cattrs.get("class") == ["Date"]:
+ c = [None if x is None or x != x else
+ str(datetime.fromtimestamp(x * 86400, timezone.utc).date())
+ for x in c]
+ cols[k] = c
+ return cols
+ def to_str(x):
+ if x is None or (isinstance(x, float) and x != x):
+ return "NA"
+ if isinstance(x, float) and x.is_integer():
+ return str(int(x))
+ return str(x)
+ m = columns("Metadata.rds")
+ meta = {}
+ for i in range(len(m["Study_id"])):
+ r = {k: to_str(c[i]) for k, c in m.items()}
+ meta[(r["Study_id"], r["Year"])] = r
+ d = columns("Interaction_data.rds")
+ cols = [(k, d[k]) for k in COLUMNS]
+ del d
+ nets = {}
+ for i in range(len(cols[0][1])):
+ r = {k: (c[i] if k in ("Latitude", "Longitude") else to_str(c[i]))
+ for k, c in cols}
+ alt = alt_name(r["Study_id"], r["Network_id"], r["Date"][:4])
+ nets.setdefault(alt, []).append(r)
+ _old_cache[sha] = (meta, nets)
+ return meta, nets
+
+def build_networks(order, nets, meta, prefix=""):
+ for alt in order:
+ if alt not in nets:
+ continue
+ rows = nets.pop(alt)
+ g = Graph(directed=False)
+ g.vp.name = g.new_vp("string")
+ g.vp.is_pollinator = g.new_vp("bool")
+ g.vp.rank = g.new_vp("string")
+ g.vp.order = g.new_vp("string")
+ g.vp.family = g.new_vp("string")
+ g.vp.genus = g.new_vp("string")
+ g.vp.unsure_id = g.new_vp("bool")
+ vs = {}
+ def vertex(r, kind):
+ key = (kind, r[f"{kind}_accepted_name"])
+ v = vs.get(key)
+ if v is None:
+ v = vs[key] = g.add_vertex()
+ g.vp.name[v] = key[1]
+ g.vp.is_pollinator[v] = kind == "Pollinator"
+ for p, c in [("rank", "rank"), ("order", "order"),
+ ("family", "family"), ("genus", "genus")]:
+ x = r[f"{kind}_{c}"]
+ g.vp[p][v] = "" if x == "NA" else x
+ if r[f"{kind}_unsure_id"] == "Yes":
+ g.vp.unsure_id[v] = True
+ return v
+ weights = {}
+ for r in rows:
+ assert r["Interaction"] == "1"
+ e = (vertex(r, "Plant"), vertex(r, "Pollinator"))
+ weights[e] = weights.get(e, 0) + 1
+ g.ep.weight = g.new_ep("int")
+ g.add_edge_list([(int(s), int(t), w) for (s, t), w in weights.items()],
+ eprops=[g.ep.weight])
+ r0 = rows[0]
+ m = meta.get((r0["Study_id"], r0["Date"][:4]), {})
+ gp = {"study_id": r0["Study_id"], "network_id": r0["Network_id"],
+ "year": r0["Date"][:4], "doi": m.get("DOI", ""),
+ "sampling_method": joined(r["Sampling_method"] for r in rows),
+ "country": joined(r["Country"] for r in rows),
+ "locality": joined(r["Locality"] for r in rows),
+ "bioregion": joined(r["Bioregion"] for r in rows),
+ "habitat": joined(r["EuPPollNet_habitat"] for r in rows),
+ "authors_habitat": joined(r["Authors_habitat"] for r in rows),
+ "first_date": min(r["Date"] for r in rows),
+ "last_date": max(r["Date"] for r in rows)}
+ for k, v in gp.items():
+ g.gp[k] = g.new_gp("string", val=v)
+ coords = set((float(r["Latitude"]), float(r["Longitude"])) for r in rows)
+ g.gp.latitude = g.new_gp("double", val=sum(c[0] for c in coords) / len(coords))
+ g.gp.longitude = g.new_gp("double", val=sum(c[1] for c in coords) / len(coords))
+ yield prefix + alt, g