cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5061/dryad.38t23/3
title: BAYES CTL2

description: CTL2 file used in BAYES mixed-stock analysis
DOI: 10.5061/dryad.38t23/4
title: BAYES CTL3

description: CTL3 file used in BAYES mixed-stock analysis
DOI: 10.5061/dryad.38t23/5
title: BAYES CTL4

description: CTL4 file used in BAYES mixed-stock analysis
DOI: 10.5061/dryad.38t23/6
title: BAYES CTL5

description: CTL5 file used in BAYES mixed-stock analysis
DOI: 10.5061/dryad.766cp.2/10.2
title: Appendix 10 Diatoms-user-results

description: Online Appendix 10.  Diatom user scores
DOI: 10.5061/dryad.766cp.2/11.2
title: Appendix 11 Lilies-character-taxon-results

description: Online Appendix 11.  Lilies character scores.
DOI: 10.5061/dryad.766cp.2/12.2
title: Appendix 12 Lilies-user-results

description: Online Appendix 12.  Lilies user scores.
DOI: 10.5061/dryad.766cp.2/13.2
title: Appendix 13 Marine-Shrimp-character-taxon-results

description: Online Appendix 13.  Marine shrimp character scores.
DOI: 10.5061/dryad.766cp.2/14.2
title: Appendix 14 Marine-Shrimp-user-results

description: Online Appendix 14.  Marine shrimp user scores.
DOI: 10.5061/dryad.766cp.2/15.2
title: Appendix 15 all-users-results

description: line Appendix 15.  Combined results for all users.  Details for Figure 3.
DOI: 10.5061/dryad.766cp.2/16.2
title: Appendix 16 joint-predicted-difficulty

description: Online Appendix 16.  Joint predicted difficulty.  Predicted and Observed difficulty of each character based on a linear model fit to all of the character score data.  Details for Figure 5.
DOI: 10.5061/dryad.766cp.2/17.2
title: Appendix 17 Diatoms-user-thresh-curve

description: Online Appendix 17.  Results of the parameter tuning experiment on the Diatoms.  Details for Figure 6.
DOI: 10.5061/dryad.7h7h3/1
title: SB1C

description: Sperm Precedence Data
DOI: 10.5061/dryad.7h7h3/2
title: Remating

description: Female remating propensity data (all females)
DOI: 10.5061/dryad.7h7h3/3
title: Remate0

description: Data for analyses if IMI 0  - for all females in experiment
DOI: 10.5061/dryad.7h7h3/4
title: Remate24

description: Data for analysis of IMI 24 - for all females in experiment that didn't remate at IMI 0
DOI: 10.5061/dryad.7h7h3/5
title: Remate48

description: Data for analysis of IMI 48 - for all females in experiment that didn't remate at IMI 0
DOI: 10.5061/dryad.7h7h3/6
title: Correction Factors for Sterile Male Technique

description: Supplementary Materials Data: Correction Factors for Sterile Male Technique
DOI: 10.5061/dryad.7h7h3/7
title: R Code

description: R Code to run analyses in manuscript
DOI: 10.5061/dryad.hc93j/6
title: HEL_Veg_PhotoQuadrat_Data_2011

description: Plant community composition 2011, CSV format
DOI: 10.5061/dryad.hc93j/7
title: HEL_Veg_PhotoQuadrat_Data_2015

description: Plant community composition 2015, CSV format
DOI: 10.5061/dryad.j8qv9/1
title: mcmctree.phy

description: Chronogram of Hakea and outgroup taxa from anchored enrichment phylogenomic data. The topology is based on a species tree produced by ASTRAL-II. Node depths are median values of the posterior distribution of node depths from an mcmctree analysis, calibrated to an absolute timescale using three fossil-based outgroup calibrations.
DOI: 10.5061/dryad.k3b10.1
title: Data from: Malagasy cichlids differentially limit impacts of body shape evolution on oral jaw functional morphology
DOI: 10.5061/dryad.k3b10.2/2.2
title: fourbar shape coordinates

description: -Morphometric coordinate data for oral jaw fourbar shapes of Malagasy cichlids, averaged by species.
DOI: 10.5061/dryad.k3b10.2/3.2
title: body shape coordinates

description: - Morphometric coordinate data for body shapes of Malagasy cichlids, averaged by species.
DOI: 10.5061/dryad.k3b10.2/4.2
title: hypothetical 4bars, MKT

description: - Morphometric coordinate data for oral jaw fourbar shapes estimated across the fourbar morphospace (i.e., plot of PCs 1 and 2 in manuscript fig. 5 and fig. S1).
- “PC1” and “PC2” are scores that denote the location on a PC plot of each set of fourbar coordinates that follow.
- “MKT” is the maxillary kinematic transmission for each set of fourbar coordinates.
DOI: 10.5061/dryad.k3b10.2/5.2
title: semilandmarks (cichlid body)

description: - Table designating which body shape coordinates are sliding semilandmarks.
- For use in Procrustes shape alignment in the “gpagen” function in the R package, geomorph. 
- See manuscript figure 3A for visualization of which coordinates were used as sliding semilandmarks and which were fixed landmarks in this study.
DOI: 10.5061/dryad.k3b10.2/6.2
title: ML tree of Malagasy and South Asian cichlids

description: Nexus-formatted text file containing ML tree of Malagasy and South Asian cichlids (manuscript fig. 2). Node support, based on 1,000 bootstrap searches.
DOI: 10.5061/dryad.kg686/10
title: Coalescent simulations

description: Includes simulated gene trees under three branch length scaling factors from ASTRAL species trees inferred from 12 curated loci and 39 aTRAM loci.
DOI: 10.5061/dryad.kg686/11
title: run_cut_trim_blat.qsub

description: Submission script to run Cutadapt, Sickle, Blat, and python script to pull out blat hits.
DOI: 10.5061/dryad.kg686/12
title: get_reads_w_blat_hit_pe

description: Python script
DOI: 10.5061/dryad.kg686/4
title: Concatenated alignments and trees

description: Includes alignments and trees for concatenated analyses of 39 aTRAM nuclear loci, 15 curated nuclear loci (including and excluding noncoding regions), and curated nuclear plus plastid regions.
DOI: 10.5061/dryad.kg686/5
title: Networks

description: Includes tree and nexus files used to compute neighbor-net and hybridization networks.
DOI: 10.5061/dryad.kg686/6
title: ASTRAL

description: Includes output files from ASTRAL-II analyses of 12 curated nuclear loci and 39 aTRAM nuclear loci.
DOI: 10.5061/dryad.kg686/7
title: BUCKy

description: Includes alignments used in BUCKy and output files for analyses with two different alpha values (1, INFINITY).
DOI: 10.5061/dryad.kg686/8
title: *BEAST

description: Includes xml, log, and species tree files for all runs performed for each analysis.
DOI: 10.5061/dryad.kg686/9
title: JML

description: Includes control and output files for JML analyses of 12 curated nuclear loci and plastid coding sequences. Also collection of *BEAST species trees used in analyses.
DOI: 10.5061/dryad.n572r/10
title: README

description: README file containing additional information about the files in this dataset
DOI: 10.5061/dryad.n572r/3
title: LOC_ID coding in deployment files

description: Details of coding used in SPACECAP input files. In input files LOC_IDs must be represented as sequential numbers. This file shows which LOC_IDs correspond to which camera station numbers.
DOI: 10.5061/dryad.n572r/5
title: leopardTenure

description: Camera trap data analysed using "cameraTrapAnalysis.R".
DOI: 10.5061/dryad.n572r/6
title: individuals

description: Camera trap data analysed using "cameraTrapAnalysis.R".
DOI: 10.5061/dryad.n572r/7
title: heatmapLeopard

description: Camera trap data analysed using "cameraTrapAnalysis.R".
DOI: 10.5061/dryad.n572r/8
title: cameraTrapAnalysis

description: R code used to analyse the data
DOI: 10.5061/dryad.n572r/9
title: cameraTrapAnalysis output

description: Output of data analysis
DOI: 10.5061/dryad.ns5qs/10
title: Figure 2 supplement 3

description: Data for Figure 2 Supplement 3 in Excel file.  CDC42-GTP intensity (AI) in Caco-2 glands. Intensity  was assessed in 10 randomly selected glands for each replicate (n=3) for each experimental condition.
DOI: 10.5061/dryad.ns5qs/11
title: Figure 2 supplement 4

description: Data for Figure 2 supplement 4 in Excel file. Spindle angles in Caco-2 cells after NT or β-Arrestin1 SiRNA knock down. Spindle angles of 15 mitotic figures assessed for each experimental condition
DOI: 10.5061/dryad.ns5qs/12
title: Figure 2 supplement 5

description: Data for Figure 2 supplement 5 in Excel file. Caco-2 glands with single lumens after transfection. Assays in 50 glands per replicate (N=3). Results expressed as a percentage.
DOI: 10.5061/dryad.ns5qs/13
title: Figure 2 supplement 6

description: Data for Figure 2 supplement 6 in Excel file. CDC42-GTP AI in Caco-2 ShPTEN glands. Assays in 10 glands for each replicate  (n=3) in each experimental condition
DOI: 10.5061/dryad.ns5qs/14
title: Figure 2 supplement 7

description: Data for Figure 2 Supplement 7 in Excel  file. Spindle angles in Caco-2 ShPTEN cells after NT or ARHGAP10 SiRNA transfection. Assays in 15 glands for each experimental condition.
DOI: 10.5061/dryad.ns5qs/15
title: Figure 2 supplement 8

description: Data for Figure 2 supplement 8 in Excel file.  Caco-2ShPTEN glands with single central lumens after transfection.  50 glands counted per replicate  (n=3). Those with single lumens expressed as a percentage.
DOI: 10.5061/dryad.ns5qs/16
title: Figure 3B

description: Data for Figure 3B in Excel file.  β-Arrestin1:ARHGAP binding ADU in Caco-2 or Caco-2 ShPTEN cells. Experiments in triplicate.
DOI: 10.5061/dryad.ns5qs/7
title: Figure 2D

description: Data for Figure 2D in Excel file. CDC42-GTP (ADU) in Caco-2ShPTEN cells after ARHGAP10 or NT SiRNA transfections. Experiments in triplicate.
DOI: 10.5061/dryad.ns5qs/8
title: Figure 2 supplement 1

description: Data for Figure 2 Supplement 1 in Excel file. CDC42-GTP ADU in PTEN+/+ cells after NT or β-Arrestin SiRNA transfection. Experiments conducted in triplicate.
DOI: 10.5061/dryad.ns5qs/9
title: Figure 2 supplement 2

description: Data for Figure 2 Supplement 2 in Excel file.   CDC42-GTP ADU in PTEN-/- HCT116 cells after NT or ARHGAP SiRNA transfections. Experiments conducted in triplicate.
DOI: 10.5061/dryad.q1344/1
title: All_results_motherdatabase

description: Motherfile
DOI: 10.5061/dryad.q1344/2
title: result.sav.center

description: Selection of respondents analyzed for the center policy analysis
DOI: 10.5061/dryad.q1344/3
title: result.sav.personal

description: Selection of respondents analyzed for the personal attitudes analysis
DOI: 10.5061/dryad.s5d9q/1
title: Copepod phototransduction transcript sequence data

description: Separate nucleotide and amino acid sequence files for each species for contigs identified from RNA-seq assemblies as involved in phototransduction.  All files are as fasta, and the transcript identity is indicated in the sequence header.
DOI: 10.5061/dryad.s5d9q/3
title: Copepod Opsin alignment

description: Phylip alignment file used to make copepod opsin phylogeny
DOI: 10.5061/dryad.1q413/1
title: BMC_wen_datadryad
DOI: 10.5061/dryad.1qs7p/1
title: input file coordinates of the perfect hexagonal cell BiFe0.83Ni0.17O3

description: The input file coordinates of hexagonal cell of BiFe0.83Ni0.17O3 are given in the data file. Oxygen atoms were removed from this structure to create oxygen vacancies.
DOI: 10.5061/dryad.1qs7p/2
title: Fig.2 Total density of states-Raw data

description: Total density of states data is given in the attached file. These were plotting Fig.2.
DOI: 10.5061/dryad.38t23/10
title: MIX_RFG4

description: MIX file for RFG4 used in BAYES mixed-stock analysis
DOI: 10.5061/dryad.38t23/11
title: Fst values

description: Fst values of foraging grounds used in the PCA (GenAlEx v.6.5) as basis for establishment of regional foraging ground clusters.
DOI: 10.5061/dryad.38t23/7
title: MIX_RFG1

description: MIX file for RFG1 used in BAYES mixed-stock analysis
DOI: 10.5061/dryad.38t23/8
title: MIX_RFG2

description: MIX file for RFG2 used in BAYES mixed-stock analysis
DOI: 10.5061/dryad.38t23/9
title: MIX_RFG3

description: MIX file for RFG3 used in BAYES mixed-stock analysis
DOI: 10.5061/dryad.4588p/1
title: data
DOI: 10.5061/dryad.5cp90/1
title: Figure 4 and Figure 5 - Source Data

description: Scanning electron micrographs
DOI: 10.5061/dryad.5cp90/3
title: Figure 1C 1D 1G and  Figure 2 - Source Data

description: Scanning electron micrographs
DOI: 10.5061/dryad.5cp90/4
title: Figure 1E 1F - Source Data

description: Scanning electron micrographs
DOI: 10.5061/dryad.5cp90/5
title: Figure 3 - Source Data

description: Scanning electron micrographs
DOI: 10.5061/dryad.5h187/1
title: R-code_and_data

description: The file contains:

- The R-code: (1) to compute the interaction matrix from the plant-herbivore interaction network before and after reorganization, (2) to compute the critical level of interspecific strength, (3) the structural vector (geometric centroid of the feasibility domain), (4) the impact of network reorganization (the displacement of the structural vector before and after reorganization).

- All the network data, species list, and their corresponding barcode (which can be identified in http://www.boldsystems.org/). Note that the network data are named as stage_site_year, e.g., initial_A_7n, where it is the initial successional stage, site A, year 2007. In total we have three stages (initial, middle, and late), we have three sites for each stage (A, B, and C), and we have 4 years for each stage and site (7n, 8n, 9n, 10n). The entries of the network data correspond to the observed co-occurrences of plant and herbivore species (note that we only use the binary presence/absence information for our analysis).
DOI: 10.5061/dryad.62p1q/1
title: Data_Pavelkova_Ricankova_et_al_2017_Ecography

description: A matrix of occurrences of 346 mammal species in 14 Palaearctic regions in the Last Glacial and the Recent period.
DOI: 10.5061/dryad.63g17/1
title: PALEOMAGIA and PINT(QPI) databases

description: This package contains static copies (as of July 15, 2016) of PALEOMAGIA (http://www.helsinki.fi/paleomagia/) and PINT(QPI) (http://earth.liv.ac.uk/pint/) palaeomagnetic databases as Open Document spreadsheet files (ods) as follows:
- PALEOMAGIA spreadsheet (PALEOMAGIA_web.ods) contains sheets corresponding to each actual database table (agerefs, countries, data, pmagrefs, terranes).
- PINT(QPI) spreadsheet (PINT_Qpi_web.ods) contains sheets corresponding to each actual database table (Refs, PINTdata, PIMethods and Information).

For additional information, and to access the most recent versions of databases, users are advised to access the PALEOMAGIA and PINT(QPI) websites (http://www.helsinki.fi/paleomagia/, http://earth.liv.ac.uk/pint/).
DOI: 10.5061/dryad.7248c/1
title: F1_abnormal.embryos

description: Number of abnormal embryos measured in Experiment 1B.
DOI: 10.5061/dryad.7248c/2
title: F1_fert success_Exp1A

description: Fertilisation success in Experiment 1A.
DOI: 10.5061/dryad.7248c/3
title: F1_sperm velocity_unfiltered_Exp1A

description: Sperm velocity data from F1 males in Experiment 1A with no applied filters, i.e. raw data. For analyses, data with VCL&gt;45 were excluded as well as any measurements beyond 40s post-fertilisation.
DOI: 10.5061/dryad.7248c/4
title: F1_sperm velocity_unfiltered_Exp1B

description: Sperm velocity data from F1 males in Experiment 1B with no applied filters, i.e. raw data. For analyses, data with VCL&gt;45 were excluded as well as any measurements beyond 40s post-fertilisation.
DOI: 10.5061/dryad.766cp.1
title: Data from: Crowds replicate performance of scientific experts scoring phylogenetic matrices of phenotypes
DOI: 10.5061/dryad.766cp.1/1.1
title: Appendix 1  - List of six matrices developed for this study.

description: Online Appendix 1.  List of six matrices developed for this study, including character names, types of characters, and assessment of character difficulty by experts.  See also Morphobank (www.morphobank.org) projects P950, P2463, P2502, P2490, P2491, and P2577.
DOI: 10.5061/dryad.766cp.1/2.1
title: Appendix 2 characterDifficultyMP_3-15-16

description: Online Appendix 2.  List of characters evaluated and their simplified anatomical descriptions used in the Evolution Project.  The latter were presented to non-experts in the crowd.
DOI: 10.5061/dryad.766cp.1/3.1
title: Appendix 3 Anemones-character-taxon-results

description: Online Appendix 3.  Sea anemones character scores.  For each character and taxon in the anemones matrix, we show the probability (“Estimate”) that a crowd member’s score would agree with the majority vote of the crowd.  We also show the lower confidence interval on this probability (ci.lower), which is the crowd confidence score.  Finally, we indicate whether the majority vote was correct, and compute an ROC curve for the crowd’s scores.  The Threshold Plot worksheet provides a visualization of this information.
DOI: 10.5061/dryad.766cp.1/4.1
title: Appendix 4 Anemones-user-results

description: Online Appendix 4.  Sea anemones user scores.  For each crowd member, we report the number of scores they provided and the number that were correct.  The “Estimate” column is the probability that this crowd member voted correctly, and the “ci.lower” column gives the 95% lower confidence bound on this probability.  These scores are for all characters (evaluation and test).
DOI: 10.5061/dryad.766cp.1/5.1
title: Appendix 5 Bats-character-taxon-results

description: Online Appendix 5.  Bats character scores.
DOI: 10.5061/dryad.766cp.2/18.2
title: Appendix 18 final-results-summary_MAH edited

description: Online Appendix 18.  Final results. Details for Figure 3.
DOI: 10.5061/dryad.766cp.2/19.2
title: Appendix 19 Data and R Scripts_MAH modified

description: Online Appendix 19.  R scripts for analysis as a zipped folder.
DOI: 10.5061/dryad.766cp.2/20.2
title: Appendix 20 Instructions to Crowd

description: Online Appendix 20.  Instruction sheets for the study participants (undergraduate students at Ohio State University).
DOI: 10.5061/dryad.b551h/2
title: HPAT excel

description: Excel file of data input for study. This data set is an excel sheet of all the students who answered the JSPE questionnaire with stated empathy score aligned with their corresponding gender, age, year of study, HPAT results (total HPAT, subsection 1,2 and 3).
DOI: 10.5061/dryad.kg686/13
title: Reference sequences

description: Transcriptomic reference sequences for 48 nuclear loci.
DOI: 10.5061/dryad.kn568/1
title: Filtered vcf file with genotype probabilities

description: This is a vcf file generated using the GATK unified genotyper, then filtered as describe in the paper. The PL field provides the phred-scaled and normalized genotype probabilities produced using the GATK model.
DOI: 10.5061/dryad.kn568/2
title: File mapping barcodes and ids to population/phenotype

description: column 1 = inline barcode (5' end of the forward read), column 2 = sample id (sample id in the vcf file), column 3 = population_phenotype: Haw_L = Hawthorn late, Haw_E = Hawthorn early, Apple_L = Apple late, Apple_E = Apple early
DOI: 10.5061/dryad.mq4p7/1
title: Geographic coordinates of Bothrops atrox sampled in the Amazon rainforests

description: Geographic coordinates were obtained by field work, in sampling sites distributed along the Brazilian Amazon rainforests, from Manaus (central Amazon basin) to Porto Velho (southwestern Amazon basin).
DOI: 10.5061/dryad.mq4p7/2
title: Geographic coordinates of Corallus hortulanus sampled in the Amazon rainforests

description: Geographic coordinates were obtained by field work, in sampling sites distributed along the Brazilian Amazon rainforests, from Manaus (central Amazon basin) to Porto Velho (southwestern Amazon basin).
DOI: 10.5061/dryad.mq4p7/3
title: Geographic coordinates of Leptodeira annulata annulata sampled in the Amazon rainforests

description: Geographic coordinates were obtained by field work, in sampling sites distributed along the Brazilian Amazon rainforests, from Manaus (central Amazon basin) to Porto Velho (southwestern Amazon basin).
DOI: 10.5061/dryad.mq4p7/4
title: Geographic coordinates of Philodryas georgeboulengeri sampled in the Amazon rainforests

description: Geographic coordinates were obtained by field work, in sampling sites distributed along the Brazilian Amazon rainforests, from Manaus (central Amazon basin) to Porto Velho (southwestern Amazon basin).
DOI: 10.5061/dryad.ng76g/2
title: Appendix 1

description: S. petalon gen. et sp. nov. from the Lower Cambrian Kuanchuanpu Formation, Shaanxi Province, China; ELISN 89-107, holotype, colourless microtomographic sections (same as in Fig. 2). A. axial section through the manubrium. B–I. Horizontal sections from oral to aboral part, positioned as B to I in (A). *, perradius; →, interradius.
DOI: 10.5061/dryad.ng76g/3
title: Appendix 2

description: S. petalon gen. et sp. nov. from the Lower Cambrian Kuanchuanpu Formation, Shaanxi Province, China; ELISN 115-39, paratype, colourless  microtomographic sections (same as in Fig. 4). A. axial section through the middle of the aperture. B–I. Horizontal sections from oral to aboral part, positioned as B' to I' in (A). *, perradius; →, interradius.
DOI: 10.5061/dryad.ng76g/4
title: Appendix 3

description: Raw data and processing (PAUP* 4.0 b10) used in the cladistic analysis.
DOI: 10.5061/dryad.ns5qs/17
title: Figure 3C

description: Data for Figure 3C in Excel file. β-Arrestin1:ARHGAP binding ADU in PTEN+/+ and PTEN-/- HCT116 cells
DOI: 10.5061/dryad.ns5qs/18
title: Figure 3E

description: Data for Figure 3E in Excel file. β-Arrestin1:ARHGAP10 binding ADU in Caco-2 ShPTEN cells after transfection. Experiments in triplicate.
DOI: 10.5061/dryad.ns5qs/19
title: Figure 3G

description: Data for Figure 3G in Excel file. β-Arrestin1:ARHGAP10 binding ADU in PTEN-/-  HCT116 cells. Experiments in triplicate.
DOI: 10.5061/dryad.ns5qs/20
title: Figure 4B

description: Data for Figure 4B in Excel file. Membrane β-Arrestin1 (ADU) in Caco-2ShPTEN cells after transfection. Experiments in triplicate.
DOI: 10.5061/dryad.ns5qs/21
title: Figure 4C

description: Data for Figure 4C. Membrane ARHGAP10 ADU in Caco-2ShPTEN cells. Experiments in triplicate
DOI: 10.5061/dryad.ns5qs/22
title: Figure 4E

description: Data for Figure 4E in Excel file. Membrane β-Arrestin1 (ADU) in PTEN-/-HCT116 cells after transfection. Experiments in triplicate.
DOI: 10.5061/dryad.ns5qs/23
title: Figure 4F

description: Data for Figure 4F in Excel file. Membrane ARHGAP10 (ADU) in PTEN-/-HCT116 cells. Experiments in triplicate.
DOI: 10.5061/dryad.ns5qs/24
title: Figure 4H

description: Data for Figure 4H in Excel file. Membrane β-Arrestin1:ARHGAP10 binding (ADU) in Caco-2 ShPTEN cells after transfection. Experiments in triplicate.
DOI: 10.5061/dryad.pf80t/1
title: Wood Physiochemistry Data

description: This file includes the density loss, dilute alkali solubility and lignin loss : density loss for each wood sample at 7, 19 and 42 months of the experiment. Treatment and tree replicate information are also included
DOI: 10.5061/dryad.q1344/4
title: result.sav.europe.center

description: Selection of European respondents for the center policy analysis
DOI: 10.5061/dryad.q1344/5
title: result.sav.europe.personal

description: Selection of the European respondents for the personal attitudes analysis
DOI: 10.5061/dryad.q6v0g/1
title: dryad data enomoto

description: primary data (R and P enomoto)
DOI: 10.5061/dryad.qc1jn/1
title: Absorbance values, concentration, and RNA integrity number

description: This represents absorbance values, concentration, and RNA integrity number from DNA, RNA, miRNA and protein from 118 formalin fixed paraffin embedded (FFPE) tissue blocks from the AIDS and Cancer Specimen Resource (ACSR) at the George Washington University.
DOI: 10.5061/dryad.rq4s3/1
title: Data for Using Deep Learning to Quantify the Beauty of Outdoor Places

description: This database lists all the Geograph images we used from Scenic-Or-Not (http://scenicornot.datasciencelab.co.uk/) to help us understand what beautiful outdoor spaces are composed of. We only include images in our analysis that have been rated more than three times.