cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/r61-jzr-fv0
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/x6j-fzs-6hy
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/fsn-k8a-xs5
title: Lysimachia atropurpurea L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/k24-f5e-jxa
title: Lysimachia atropurpurea L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/e8f-erz-a03
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/w72-bp6-rsg
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/24c-rve-502
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9r7-19h-bhj
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4qv-5lj-eke
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/cx7-409-7mb
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6tr-621-cjh
title: Lysimachia atropurpurea L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dpg-6t9-dk3
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/2kz-pw2-ez1
title: Lysimachia atropurpurea L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/67m-wvy-we4
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/cdk-eva-7jj
title: Lysimachia atropurpurea L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/cvj-xrw-g5g
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/fjk-x5z-511
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/8tv-sbp-jdl
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/skf-v7d-kpy
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4mv-daj-h7h
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zlj-0dd-hpd
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3e9-cba-fa2
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bpc-yce-fzs
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bv6-457-8cn
title: Lysimachia atropurpurea L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/cd7-alt-9ke
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zyz-xb6-3cp
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/g0c-gsz-ae2
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/w3e-wn9-hk4
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bp2-4gk-ynv
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/kt8-dpf-lh4
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/43n-k5w-9h4
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/lp4-2ah-fyl
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3wt-031-z2y
title: Lysimachia atropurpurea L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zb3-rre-s90
title: Viscaria atropurpurea Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6dx-39g-n2x
title: Lythrum hyssopifolia L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ndz-981-met
title: Lythrum hyssopifolia L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ejy-9wb-end
title: Lythrum hyssopifolia L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/fha-j6a-vlp
title: Lythrum hyssopifolia L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/g6v-dve-z4v
title: Lythrum hyssopifolia L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/fyw-9ml-41b
title: Lythrum hyssopifolia L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ndn-q0g-82a
title: Lythrum hyssopifolia L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/js6-vlm-ald
title: Lythrum junceum Banks & Sol.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dnv-sd9-98b
title: Lythrum junceum Banks & Sol.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hg6-kn6-l1e
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/42b-4ak-f00
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zt5-8s2-lhy
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/42a-tz5-wdq
title: Luzula luzulina (Vill.) Racib.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/07y-gqz-0bl
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/d34-ahb-zv8
title: Luzula forsteri (Sm.) DC.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/emf-qwp-7wf
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/md8-gk4-xjg
title: Luzula multiflora (Ehrh.) Lej.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0sh-h4h-bst
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/c6x-11w-jjg
title: Malva neglecta Wallr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/mek-kda-xcp
title: Silene coronaria (L.) Clairv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/p76-tvy-57m
title: Malva neglecta Wallr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/f4t-6ec-vqk
title: Malva nicaeensis All.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/k32-yq0-w91
title: Malva nicaeensis All.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/5ea-4qw-nbs
title: Malva nicaeensis All.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/d59-2z6-war
title: Malva nicaeensis All.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ylk-gk3-hr7
title: Malva nicaeensis All.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/pr6-bzt-4w3
title: Silene flos-cuculi (L.) Greuter & Burdet

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/2w4-8xk-lp7
title: Malva neglecta Wallr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9w1-82k-fqn
title: Malva nicaeensis All.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/clr-q9z-3xc
title: Malva sylvestris L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/5yw-z03-4pg
title: Marcus-kochia ramosissima (Desf.) Al-Shehbaz

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9j5-yjd-qgl
title: Malcolmia flexuosa (Sm.) Sm.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/e24-1qj-xac
title: Malcolmia flexuosa (Sm.) Sm.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/x5s-0lf-ykn
title: Malcolmia flexuosa (Sm.) Sm.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qff-40h-dp9
title: Malcolmia flexuosa (Sm.) Sm.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/018-fw4-gnj
title: Lotus palustris Willd.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/j7c-n37-x21
title: Malva sylvestris L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/p9x-8rn-t00
title: Marcus-kochia ramosissima (Desf.) Al-Shehbaz

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jme-vfq-k21
title: Marcus-kochia ramosissima (Desf.) Al-Shehbaz

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.21233/62gx-b931
title: Timothy's Village [Alpaweyma] [45AS82] vertebrate fauna dataset

description: Raw data for the Timothy's Village [Alpaweyma] [45AS82] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.3535/93w-pvr-8yl
title: Luzula forsteri (Sm.) DC.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gqp-h3y-94j
title: Luzula multiflora (Ehrh.) Lej.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/l5p-k1l-zbs
title: Luzula forsteri (Sm.) DC.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vl0-8ll-z21
title: Luzula forsteri (Sm.) DC.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yzx-mrw-t9k
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/sg1-es1-7qz
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/r4v-vht-tjd
title: Lysimachia nummularia L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nvj-kdz-47a
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/29y-mzb-dfn
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/r9c-swr-1tg
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/x95-y56-zs8
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nnx-y9g-jy1
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/td7-shj-cem
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hdb-plr-czg
title: Lysimachia atropurpurea L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/2k2-bnf-f6e
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/n4b-ha8-c1m
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yb0-0mf-yqk
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/paf-bt7-vmd
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/tkk-shk-x4h
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/lde-pfz-4ae
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rz3-ck8-lxk
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.hpe5gs
title: Occurrence Download

description: A dataset containing 118541776 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is iNaturalist Research-grade Observations"
 ]
}

 The dataset includes 118541776 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110973-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/m9y-t3j-bjv
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xjd-vbn-zn6
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4ek-r18-rv8
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yy0-3a8-0xz
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.6084/m9.figshare.12482345.v18
title: Arsenic, Bacteria, Copper, Lead, Nitrate, Sulfate, Chloride & Total Hardness Data by Section, Town-Range and/or County, Center for Watershed Science and Education, Univ of Wisconsin-Stevens Point/Univ of Wisconsin-Madison Division of Extension, Stevens Point, WI

description: Arsenic, Bacteria, Copper, Lead, Nitrate, Sulfate, Chloride and Total Hardness data for private wells collected in the Wisconsin area. The data provides the average of nitrate(mg/L), chloride (mg/L), total hardness (mg/L) per Section, Town-Range and/or County in the state of Wisconsin. Center for Watershed Science and Education, Univ of Wisconsin-Stevens Point/Univ of Wisconsin-Madison Division of Extension, Stevens Point, WI.
DOI: 10.3535/7sa-vyj-3xl
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1wh-ab1-l51
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/8rn-9xa-6j5
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/lal-cvr-qp8
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/lzt-z43-311
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3sj-d71-tkh
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ekm-lw8-20p
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3en-az9-9fz
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/djz-8a8-trw
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/k84-re7-zj1
title: Leiotulus aureus (Sm.) Pimenov & Ostr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.5281/zenodo.15849749
title: Investigating Empathy in Software Development Workplaces – Empirical Package

description: This repository contains R scripts and datasets used to analyze a company-wide survey on empathy in software development. It covers quantitative and qualitative analysis across 17 questions (Q1–Q17), grouped by role, team size, task, and reported empathetic behaviors. To reproduce the analyses and figures from the paper: "Investigating Empathy in Software Development Workplaces: A Mixed-Methods Study of Practitioners’ Perceptions and Practices"

📁 Folder Structure

empathy-survey-analysis/
├── data/                     # Cleaned CSV datasets in Portuguese
│   ├── dataset_q1_q14.csv
│   ├── q10_data.csv
├── scripts/                  # All R scripts for loading, analyzing, and visualizing
│   ├── 1.0_load_clean_data.R
│   ├── 1.1_modern_theme.R
│   ├── 2_demographic_data_analysis.R
│   ├── 3_q7-q9_analysis.R
│   ├── 4_q10_analysis.R
│   ├── 5_q13_analysis.R
│   ├── 6_q13_efa_analysis.R
│   ├── 7_q14_analysis.R
│   ├── 8_gap_q13_q14.R
│   ├── 9_heatmap_final_q12_q17.R
├── documents/           # Additional files for transparency
│   ├── Complete Survey Empathy Workplaces.pdf
│   ├── Content analysis - Survey Empathy Workplaces.ods
│   ├── Survey Empathy Workplaces Raw Data - In Portuguese.ods
├── DESCRIPTION              # R metadata with dependencies
├── LICENSE                  # CC BY-NC 4.0 License
├── README.md                # This file
├── replication_instructions.md  # Step-by-step analysis guide

🧰 Requirements



R version ≥ 4.3.3

RStudio recommended


Install dependencies:

install.packages(c(
  "tidyverse", "readr", "readxl", "dplyr", "tidyr", "ggplot2", "scales",
  "patchwork", "showtext", "viridis", "MetBrewer", "ggsci",
  "psych", "rstatix", "lavaan", "semPlot"
))

▶️ Running the Analysis

Follow the steps in replication_instructions.md to reproduce the plots and statistical analyses.

📄 Documentation



Complete Survey Empathy Workplaces.pdf: Survey instrument administered to practitioners

Content analysis - Survey Empathy Workplaces.ods: Codes for qualitative responses

Survey Empathy Workplaces Raw Data - In Portuguese.ods: Raw survey data, anonymized


📌 Notes



Datasets are in Portuguese, as originally collected from software practitioners.

They are anonymized and cleaned for use but not translated.

Figures are generated dynamically by scripts.


📜 License

This project is licensed under the Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0).

📄 Citation

If you use this dataset in your research, please cite: Cerqueira, L. (2025). Investigating Empathy in Software Development Workplaces – Empirical Package (Versão 1) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.15849750

Contact

For questions or additional information, please contact:

Lidiany Cerqueira lidiany.cerqueira@ufba.br

Federal University of Bahia (UFBA)