cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/ppl-1p7-x9x
title: Prunus padus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppl-8j0-y8b
title: Poa nemoralis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppl-9nh-qew
title: Lolium multiflorum Lam.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppl-br8-m32
title: Vicia tetrasperma (L.) Schreb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppl-h7g-2sx
title: Sagina procumbens L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppl-j2d-6jk
title: Festuca rubra L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppl-m0c-tl9
title: Cardamine bulbifera (L.) Crantz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppl-m37-tl6
title: Carex nigra (L.) Reichard

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppl-t6y-t5q
title: Carex elongata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppm-7bh-0rf
title: Rhamphospermum arvense (L.) Andrz. ex Besser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppm-7dl-ky3
title: Diplazium sibiricum (Turcz. ex Kunze) Sa. Kurata

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppl-874-gq9
title: Dryopteris filix-mas (L.) Schott

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppm-fn3-fpx
title: Lolium arundinaceum (Schreb.) Darbysh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppm-lvl-es7
title: Equisetum sylvaticum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppm-st2-255
title: Diphasiastrum Holub

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppm-wvw-mke
title: Carex vaginata Tausch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppn-0hq-myx
title: Comarum palustre L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppn-1r4-baw
title: Saxifraga granulata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppn-3sz-w39
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppn-615-a0h
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppn-dk5-k8w
title: Equisetum pratense Ehrh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppn-gan-h89
title: Thelypteris palustris Schott

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppn-grm-z8w
title: Fragaria vesca L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppn-ptq-gq4
title: Avenella flexuosa (L.) Drejer

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppn-rlx-wk2
title: Cerastium arvense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppn-weg-xv3
title: Eriophorum angustifolium Honck.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppn-wva-29w
title: Erysimum virgatum Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppp-0th-2qc
title: Chenopodium L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppp-2tl-1q6
title: Chenopodium suecicum Murr

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppp-59m-ag0
title: Trifolium arvense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppp-c3v-aah
title: Cardamine pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppp-eqh-5sp
title: Juncus biglumis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppp-lnd-z1m
title: Woodsia alpina (Bolton) Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppp-mlh-vak
title: Euphorbia saratoi Ardoino

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppp-nsm-r3q
title: Stuckenia filiformis (Pers.) Börner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppp-qly-ky7
title: Lolium pratense (Huds.) Darbysh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppp-ydk-435
title: Calamagrostis epigejos (L.) Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppq-292-c53
title: Corallorhiza trifida Châtel.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppq-5r8-m3j
title: Stuckenia pectinata (L.) Börner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppq-7jq-hn3
title: Dianthus deltoides L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppq-cmb-r8m
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppq-3tq-6fw
title: Schoenoplectus tabernaemontani (C.C.Gmel.) Palla

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppq-eyw-5cb
title: Trollius europaeus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppq-k8h-e1q
title: Sparganium gramineum Georgi

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppq-mt9-v3x
title: Nuphar pumila (Timm) DC.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppq-prb-naz
title: Atriplex patula L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppq-qd0-584
title: Koenigia × fennica (Reiersen) T. M. Schust. & Reveal

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppq-v3a-9bz
title: Argentina anserina subsp. groenlandica (Tratt.) Á. Löve

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppq-x76-q2p
title: Carex L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppr-53v-484
title: Ranunculus acris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppr-662-5td
title: Carex laxa Wahlenb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppr-a85-lbd
title: Chenopodium L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppr-bmq-28r
title: Athyrium filix-femina (L.) Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppr-f1n-5vg
title: Juncus gerardi Loisel.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppr-nbx-lzy
title: Carex chordorrhiza L.f.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppr-p6j-n0m
title: Carex nigra (L.) Reichard

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppr-x4t-rxa
title: Montia fontana subsp. fontana

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppr-y0j-0nl
title: Carex nigra (L.) Reichard

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pps-6jp-vbe
title: Carex rostrata Stokes

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pps-ddp-se1
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pps-gdn-qwt
title: Phragmites australis (Cav.) Trin. ex Steud.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pps-lw0-qtm
title: Salix glauca × phylicifolia x glauca ssp. glauca × phylicifolia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pps-pcz-nzl
title: Oreojuncus trifidus (L.) Záv. Drábk. & Kirschner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pps-qzs-g9m
title: Salix myrsinifolia × phylicifolia x myrsinifolia ssp. myrsinifolia × phylicifolia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppt-3nr-em8
title: Poa annua L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppt-3v8-cvw
title: Lepidium densiflorum Schrad.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppt-55d-jh9
title: Juncus filiformis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppt-5ve-ff4
title: Carex echinata Murray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppt-ary-j0d
title: Gagea minima (L.) Ker Gawl.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppt-fzt-h9y
title: Pinus sylvestris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppt-mgx-f63
title: Geranium pusillum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppv-7g2-bwc
title: Carex nigra subsp. juncea (Fr.) Soó

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppv-84y-8jp
title: Glaucium corniculatum (L.) Rudolph

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppv-8rz-vjy
title: Salix viminalis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppv-b2j-wl7
title: Ribes alpinum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppv-m56-lta
title: Poa pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppv-ma9-4sm
title: Amelanchier × spicata (Lam.) K. Koch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppv-mq1-ahm
title: Agrostis gigantea Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppv-rf5-s03
title: Atriplex patula L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppv-w16-ddm
title: Salix lapponum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppw-5l0-61j
title: Poa alpigena Lindm.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppw-6n1-l0w
title: Botrychium lunaria (L.) Sw.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppw-ds2-j74
title: Juncus conglomeratus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppw-gq5-qe0
title: Lepidium densiflorum Schrad.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppw-hfj-e0p
title: Alchemilla filicaulis Buser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppw-nd5-kcy
title: Lolium pratense (Huds.) Darbysh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppw-l1q-tf6
title: Eriophorum gracile Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppw-t8c-rsn
title: Lotus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppw-td3-saq
title: Carex diandra Schrank

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppw-xxe-qzf
title: Spergula arvensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppx-49a-lyp
title: Carex disperma Dewey

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppx-4dh-efe
title: Carex extensa Gooden.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppx-5lj-41n
title: Trifolium repens L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppx-6er-ydv
title: Neottia cordata (L.) Rich.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppx-9rz-32v
title: Draba verna L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppx-rte-k02
title: Equisetum fluviatile L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppy-1zg-jb3
title: Ranunculus flammula subsp. flammula

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppy-6g7-p6y
title: Scirpus sylvaticus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppy-7kx-m7w
title: Carex acuta L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppy-cr5-r2j
title: Calamagrostis purpurea (Trin.) Trin.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppy-d51-dd8
title: Eriophorum angustifolium Honck.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17979488
title: Dataset_[poster: Polyether sulfone encapsulated Multi-Walled Carbon Nanotubes in the form of Beads for the Removal of Disinfection By-Products from Water]
DOI: 10.5281/zenodo.17979486
title: Dataset_[poster: Polyether sulfone encapsulated Multi-Walled Carbon Nanotubes in the form of Beads for the Removal of Disinfection By-Products from Water]
DOI: 10.3535/ppz-6dh-6br
title: Cerastium holosteoides Fr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppz-7qy-clv
title: Botrychium boreale Milde

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppz-859-rbw
title: Equisetum pratense Ehrh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppz-hng-954
title: Potamogeton alpinus Balb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppz-jjq-mfp
title: Briza media L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppz-llp-lpn
title: Vicia sepium L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppz-vb3-f6p
title: Ranunculus flammula subsp. flammula

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppz-vsf-wac
title: Rhynchospora fusca (L.) W.T.Aiton

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppz-wt8-0lk
title: Calamagrostis lapponica (Wahlenb.) Hartm.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppz-y8w-sq3
title: Carex ericetorum Pollich

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq0-5vv-ne6
title: Alchemilla glaucescens Wallr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq0-74p-wc8
title: Juncus compressus Jacq.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq0-96e-kn9
title: Lepidium densiflorum Schrad.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq0-bxa-8tn
title: Carex diandra Schrank

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq0-cyr-c88
title: Ranunculus polyanthemos L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq0-hs2-jyp
title: Plantago lanceolata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq0-je1-sy8
title: Carex elongata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq0-jh2-kcs
title: Trifolium pratense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq0-xht-y23
title: Dryopteris expansa (C. Presl) Fraser-Jenk. & Jermy

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq1-21b-046
title: Luzula pallescens Sw.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq1-sx9-pez
title: Vicia cracca L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq1-xw1-xgs
title: Potamogeton berchtoldii Fieber

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq1-zz5-2xn
title: Eleocharis uniglumis (Link) Schult.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq2-095-eh5
title: Prunus padus x ssp. borealis × ssp. padus

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq0-kyk-c72
title: Orchis mascula (L.) L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq2-85a-h8v
title: Persicaria amphibia (L.) Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq2-cs3-5rx
title: Draba nemorosa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq2-e1s-jgm
title: Lathyrus palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq2-f3c-zwd
title: Trifolium pratense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq2-h1a-wk5
title: Poa arctica R.Br.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq2-r7m-7ka
title: Platanthera bifolia (L.) Rich.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq2-s1g-y33
title: Ranunculus acris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq2-yz3-38t
title: Alchemilla murbeckiana Buser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pq2-z3w-7xk
title: Fumaria officinalis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17952721
title: Soil erosion in Mediterranean Olive Groves - A literarure review - Dataset

description: This repository contains the supplementary dataset and computational workflow supporting the review paper on soil erosion in Mediterranean olive orchards. The dataset compiles erosion rates from peer-reviewed literature, categorized by measurement methodology, to analyze the influence of spatial scale, temporal scale, and soil management practices (Conventional Tillage vs. Conservation Agriculture).

1. Data Files

The data in an Excel file is disaggregated by measurement methodology to allow for specific scale-based comparisons.

2. Code





Statistical analysis.ipynb





A Jupyter Notebook (Python) containing the complete statistical workflow used in the study.




Processes included: Data cleaning, descriptive statistics, correlation analysis, and mixed linear modeling (MixedLM) to assess the significance of slope, rainfall, and management practices on soil loss rates.





System Requirements

To run the analysis script (.ipynb), the following Python libraries are required:





pandas




numpy




statsmodels




sklearn (scikit-learn)




ipywidgets
DOI: 10.5281/zenodo.17952722
title: Soil erosion in Mediterranean Olive Groves - A literarure review - Dataset

description: This repository contains the supplementary dataset and computational workflow supporting the review paper on soil erosion in Mediterranean olive orchards. The dataset compiles erosion rates from peer-reviewed literature, categorized by measurement methodology, to analyze the influence of spatial scale, temporal scale, and soil management practices (Conventional Tillage vs. Conservation Agriculture).

1. Data Files

The data in an Excel file is disaggregated by measurement methodology to allow for specific scale-based comparisons.

2. Code





Statistical analysis.ipynb





A Jupyter Notebook (Python) containing the complete statistical workflow used in the study.




Processes included: Data cleaning, descriptive statistics, correlation analysis, and mixed linear modeling (MixedLM) to assess the significance of slope, rainfall, and management practices on soil loss rates.





System Requirements

To run the analysis script (.ipynb), the following Python libraries are required:





pandas




numpy




statsmodels




sklearn (scikit-learn)




ipywidgets