cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/l1v-gf7-lfv
title: Saturnia (Eudia) pavonia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s1c-4y7-et0
title: Euthrix (Euthrix) potatoria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mj9-nv8-3ft
title: Amata phegea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ss7-f47-2cs
title: Saturnia (Eudia) pavonia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nlb-ncs-5lh
title: Falcaria lacertinaria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3c1-tsa-rjf
title: Saturnia (Eudia) pavonia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ygs-8fk-9sg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4aa-x5d-3w4
title: Cymatophorima diluta ([Denis & Schiffermüller], 1776)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rga-75l-h69
title: Cilix glaucata (Scopoli, 1763)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kbw-6ef-1pc
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s3b-bjz-g9r
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c1b-6kk-wj9
title: Nola cucullatella (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qxa-35a-0bp
title: Coscinia cribraria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9r8-x6z-gtw
title: Manulea (Manulea) complana (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lp5-tz4-4hf
title: Meganola albula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nb6-mem-q2y
title: Tethea (Tethea) Ochsenheimer, 1816

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/www-tcq-f3v
title: Collita griseola (Hübner, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/57v-2lz-r0h
title: Drepana falcataria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5l3-ljm-4va
title: Thyris fenestrella (Scopoli, 1763)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l5a-1sa-r4s
title: Drepana curvatula (Borkhausen, 1790)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mjn-q76-4xg
title: Watsonalla binaria (Hufnagel, 1769)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p1n-xt0-aym
title: Watsonalla cultraria (Fabricius, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9h9-7xh-43p
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9l3-7ls-93c
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mk1-kvm-jey
title: Tethea (Tethea) ocularis (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z51-k27-4gj
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/34y-gk9-k5l
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/82g-af3-66q
title: Polyploca ridens (Fabricius, 1787)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6cf-sv8-s6m
title: Spilosoma lubricipeda (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fpt-qrf-wj5
title: Collita griseola (Hübner, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l89-hwv-ck4
title: Miltochrista miniata (Forster, 1771)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zjw-6my-gz1
title: Thumatha senex (Hübner, 1804)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bal-aq5-ge7
title: Amauris damocles (Fabricius, 1793)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hls-f71-7xh
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qx9-qjh-9zs
title: Papilio aegeus Donovan, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r14-w9w-hy7
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8c8-c6w-ykj
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pan-hc9-0pk
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qt4-snj-r8q
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1vb-34d-9bh
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7cn-qp0-fb2
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9x7-n3x-e9l
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hcd-x6s-tq2
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a55-alp-p8l
title: Papilio demodocus Esper, 1798

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hsx-a53-pc3
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/78l-0my-syl
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/11n-vca-kxa
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fjt-15w-vkq
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1d9-kv4-0jf
title: Hesperiidae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rtj-hfv-y43
title: Aporia agathon (Gray, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5sw-3rs-xtw
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ses-vf6-vj4
title: Aporia agathon (Gray, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d1k-1q0-r4t
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z2p-arl-pmk
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4g0-d49-yr3
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wm0-2w8-lf0
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y1d-d5w-2hd
title: Delias apoensis Talbot, 1928

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/56s-yba-web
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n68-byg-pf1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eaq-8yx-ftm
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xhl-dpm-ev8
title: Troides

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5ds-w4x-xyb
title: Aporia agathon (Gray, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/47r-773-n23
title: Graphium eurypylus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gp3-8sq-wqt
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5j8-m83-36d
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l46-chm-r68
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1v8-a1f-cve
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fcf-yad-ags
title: Hesperiidae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d2t-ppk-2r5
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a6r-n2j-1lm
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ngm-6c1-esy
title: Pararge maera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/29x-87r-p9x
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sq5-1m2-94j
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h9d-s76-ar6
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yf2-l9w-mf9
title: Lampides boeticus (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ets-8md-jkj
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zk9-t71-qvm
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.rn8yay
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Vidua raricola Payne, 1982",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 84 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097410-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/dxp-09m-dev
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2lt-sgg-p5e
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nrh-6lq-6rp
title: Troides helena (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nlt-ee7-617
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pp7-h0p-jsh
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9zh-k6j-99d
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j4a-rw0-cgr
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/46b-qhn-94q
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bmj-bm9-ye4
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wzl-739-h4v
title: Jamides coritus (Guérin-Méneville, 1829)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wzr-q6l-hv7
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/119-hbg-kzt
title: Udara owgarra (Bethune-Baker, 1906)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4ad-8p9-wsy
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tmk-9c8-z2b
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dgp-z6g-2qh
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vs6-al1-zpl
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m7m-hha-scp
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s57-rzg-ppa
title: Ionolyce helicon (Felder, 1860)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0np-gh5-0sc
title: Udara Toxopeus, 1928

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d09-sxw-wsl
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.vvfmnp
title: Occurrence Download

description: A dataset containing 39788 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Aedes albopictus (Skuse, 1894)"
 ]
}

 The dataset includes 39788 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013744-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v7amh5
title: Occurrence Download

description: A dataset containing 21422 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eubalaena australis (Desmoulins, 1822)"
 ]
}

 The dataset includes 21422 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005411-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3auw6r
title: Occurrence Download

description: A dataset containing 11883 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is NLD.7.23_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Arthropoda",
 "Year is 2022"
 ]
}

 The dataset includes 11883 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005412-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pw5ajz
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eremias roborowskii (Bedriaga, 1912)"
 ]
}

 The dataset includes 40 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005414-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kuug7a
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eremias regeli Bedriaga, 1905"
 ]
}

 The dataset includes 50 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005416-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28683947
title: VisDrone​-2019

description: object detection in images challenge. The task aims to detect objects of predefined categories (e.g., cars and pedestrians) from individual images taken from drones.
DOI: 10.15468/dl.hk4ehf
title: Occurrence Download

description: A dataset containing 176 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eremias scripta (Strauch, 1867)"
 ]
}

 The dataset includes 176 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005418-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17172/nomad/2025.03.28-1
title: NOMAD dataset: SUSMOST2025-HighCoverage
DOI: 10.15139/s3/deoojx
title: Monmouth University New Jersey Poll, Number 257

description: This survey was conducted among residents of New Jersey and addresses Governor Phil Murphy's job ratings, the plastic bag ban, self-service gas vs. full-service gas, Garden State Quality of Life and residents wanting to move out of New Jersey.
DOI: 10.23728/b2share.95f87cd512f04e4083a2e9a9c9dacaf7
title: Transformative leadership and workforce retention in Uganda’s public sector: Job satisfaction as mediator

description: SAV primary data file
DOI: 10.6084/m9.figshare.28684460
title: PDDNet

description: A demo for 2D field data processing, includes training and testing codes.
DOI: 10.15468/dl.a75su8
title: Occurrence Download

description: A dataset containing 326 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eremias strauchi Kessler, 1878"
 ]
}

 The dataset includes 326 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005420-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kee9re
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eremias stummeri Wettstein, 1940"
 ]
}

 The dataset includes 101 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005423-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ceymdh
title: Occurrence Download

description: A dataset containing 11660 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is NLD.7.13_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Arthropoda",
 "Year is 2022"
 ]
}

 The dataset includes 11660 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005422-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14522925
title: MapReader_railspace_London_imago_mundi_2025

description: MapReader Outputs

Railspace patches and text for London maps inferred with MapReader software using https://huggingface.co/Livingwithmachines/mr_resnest101e_finetuned_OS_6inch_2nd_ed_railspace on Ordnance Survey 6-inch-to-1-mile 2nd edition map sheets from the National Library of Scotland. 

How did we create the London polygon.

Our London polygon was defined as a 20 mile radius from a point in central London:



```python

# load point as geopandas geodataframe, for easy crs conversion

london = gpd.GeoDataFrame(

data = ["London"],

columns=["name"],

geometry=[Point(-0.1275, 51.507222)],

crs="EPSG:4326"

)


# convert to British National Grid, units are meters

london.to_crs("EPSG:27700", inplace=True)


# buffer 20 miles (32186 meters) around London centriod

london.geometry = london.geometry.buffer(32186)

```


Files:



100meter_patch_df.csv - 586,275 patches data

100meter_parent_df.csv - 329 maps metadata

railspace_predictions_patch_df.csv - 586,275 patches classified as either "no" or "railspace", 556,721 "no", 29,554 "railspace"

post_processed_railspace_predictions_patch_df.csv - 586,275 patches classified as either "no" or "railspace", 556,880 "no", 29,395 "railspace" 

geo_predictions_deduplicated_point.csv - georeferenced text spotting predictions for all maps with polygons simplified to points. This file only contains point data.

geo_predictions_deduplicated_centroid.csv - georeferenced text spotting predictions for all maps with polygons simplified to points. This file contains both polygons and point data for text spotting predictions but will load points as geometry by default, you can update this by setting the geometry as the `polygon` column.


Note: new columns have been added in post processed dataframe with updated label + label index "new_predicted_label" and "new_pred". This post-processing was done using MapReader's context-based post-processing tool [here](https://mapreader.readthedocs.io/en/latest/using-mapreader/step-by-step-guide/5-post-process.html#context-post-processing). We used default confidence threshold of 0.7.
DOI: 10.5281/zenodo.14522926
title: MapReader_railspace_v2

description: Updated railspace patches inferred with MapReader software using https://huggingface.co/Livingwithmachines/mr_resnest101e_finetuned_OS_6inch_2nd_ed_railspace on Ordnance Survey 6-inch-to-1-mile 2nd edition map sheets from the National Library of Scotland. 

Files:



railspace_predictions_patch_df.csv - 586,276 patches classified as either "no" or "railspace", 556,721 "no", 29,554 "railspace"

post_processed_railspace_predictions_patch_df.csv - 586,276 patches classified as either "no" or "railspace", 556,880 "no", 29,395 "railspace" 


Note: new columns have been added in post processed dataframe with updated label + label index "new_predicted_label" and "new_pred".