cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.vwwdds
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Psidium guajava",
 "HasCoordinate is true",
 "Country is Namibia"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048470-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.16088.10246
title: Remembering Brigadier Rao Abid Hamid
DOI: 10.15468/azmu3e
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "nomadsoul77"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "nomadsoul77"
DOI: 10.13140/rg.2.2.16691.03361
title: 8 Rajputs - All Hindu Rajput composition tampered out of fear of more politically aware non Punjabi Hindus
DOI: 10.13140/rg.2.2.14049.93286
title: Radiation Mapping Part of the Žďárské Vrchy Nature Reserve
DOI: 10.13140/rg.2.2.16992.49925
title: Sebastian,S. Usos de la inteligencia artificial en la generacion y optimisacion de diseños mecánicos (Paises relevantes)
DOI: 10.13140/rg.2.2.35447.43682
title: Evaluation of outcomes in health services in Brazil: framework and dashboard of performance indicators
DOI: 10.13140/rg.2.2.15183.70560
title: Income Distribution in the slaveholding society: a methodological proposal
DOI: 10.13140/rg.2.2.18329.43367
title: Efecto del diseño aerodinamico en la estabilidad de drones a altas veolcidades
DOI: 10.13140/rg.2.2.10851.77601
title: The Multifaceted Role of Glucagon in Gastrointestinal Imaging
DOI: 10.13140/rg.2.2.19790.88644
title: Supplementary file 1
DOI: 10.13140/rg.2.2.19319.02722
title: DAADivideandConquerImplementation
DOI: 10.15468/39watb
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "sonnrain"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "sonnrain"
DOI: 10.5281/zenodo.17410488
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS251021v Initial

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS251021v Initial. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.17410489
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS251021v Initial

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS251021v Initial. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.13140/rg.2.2.23290.50889
title: Comprehensive Management of Thalassemia Advances in Treatment and Multisystem Care
DOI: 10.13140/rg.2.2.33383.05281
title: FigureS8A.pdf
DOI: 10.13140/rg.2.2.32229.61920
title: 3D visualization of sea urchin anatomy
DOI: 10.13140/rg.2.2.10209.83049
title: 11 BALUCH IN 1971 WAR
DOI: 10.13140/rg.2.2.17445.00483
title: Стратегии эффективного обучения https://on-skills.ru/webst1?gcmes=68575059758&gcmlg=16271016
DOI: 10.13140/rg.2.2.18624.65284
title: Cyber risks, corporate responsibilities and international challenges.pdf
DOI: 10.15468/33egqv
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "jojobarbar"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "jojobarbar"
DOI: 10.13140/rg.2.2.31731.85288
title: Conferencia Tecnológica
DOI: 10.13140/rg.2.2.20105.76645
title: Supplementary Material: Current Practices in Monitoring Children and Adults with X-linked Hypophosphatemia: A Global Survey of Expert Experience
DOI: 10.13140/rg.2.2.36358.69448
title: Chisholm & Pacala 2010 Model Using NetLogo
DOI: 10.13140/rg.2.2.13342.45121
title: Hubbells 2001 Model Using NetLogo
DOI: 10.15468/ky5s7j
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "seb49320"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "seb49320"
DOI: 10.13140/rg.2.2.14096.11527
title: Inversion dans le plan
DOI: 10.15468/dl.zazvpt
title: Occurrence Download

description: A dataset containing 179 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argemone ochroleuca",
 "HasCoordinate is true",
 "Country is Namibia"
 ]
}

 The dataset includes 179 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048471-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.15157.79849
title: Certificate of Excellence in Reviewing awarded to in recognition of an outstanding contribution to the quality of the journal. Chief Managing Editor
DOI: 10.13140/rg.2.2.25224.12800
title: The Future of Medical Assessments Blending Learning Theories with Practice
DOI: 10.5281/zenodo.17410474
title: iCRAFT Artifact for AIGOV 2026 (Anonymous)

description: Double-blind peer review
DOI: 10.13140/rg.2.2.27111.56481
title: ID-174 --IoT Implemented Encryption Voice Transmission System with Particle Photon Microcontroller.pptx
DOI: 10.13140/rg.2.2.36548.74883
title: An approach on cracking WPA,WPA2 security of Wi-Fi with handshake attack.pptx
DOI: 10.5281/zenodo.17410473
title: iCRAFT Artifact for AIGOV 2026 (Anonymous)

description: Double-blind peer review
DOI: 10.5281/zenodo.17290495
title: Hyperoptimized Quantum Lego Contraction Schedules Supplementary Material

description: Hyperoptimized Quantum Lego Contraction Schedules

 

This repository incudes the code and data needed to reproduce all data and plots for the paper "Hyperoptimized Quantum Lego Contraction Schedules" by Balint Pato, June Vanlerberghe, and Kenneth R. Brown (2025).

 

Data and Images

All data and plots used in the paper are located in the `results` directory. Generate plots are in `results\images` and the data used to generate the plots is in `results/data`.

Setup Instructions

To set up the environment and install the required dependencies, follow these steps:

python3 -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt

 

Running the Code

Contraction Cost Calculations & Tensor Sparsity

The script `contraction_cost_calculations.py` runs the Cotengra optimization and collects the intermediate tensor sparsities if specified. All command-line arguments are optional and have defaults if not included.

 

The command line arguments for this script are:






Argument
Type
Default
Description


--file_name
str
"contraction_costs.csv"
Name of csv file to save results


--num_runs
int
100
Number of runs for each tensor network


--methods
str (can be multiple)
["greedy", "kahypar"]
Methods to run


--codes
str (can be multiple)
["concatenated", "rotated", "rotated_msp", "rotated_tanner", "hamming_msp", "hamming_tanner", "holo", "bb_msp", "bb_tanner"]
Tensor networks to run experiments for. Default is all available options.


--max_time
int
None
Maximum runtime for Cotengra optimization


--max_repeats
int
128
Maximum number of trials Cotengra will run


--sparsity_collection
flag
False
When included, script will also collect sparsity information in a separate file





 

To gather the same data as shown in the paper, run the following command:



python src/contraction_cost_calculations.py --file_name "contraction_costs.csv" --num_runs 100 --max_repeats 64 --sparsity_collection


 

WEP Contraction Costs 

This script runs the Cotengra optimization and the WEP calculation. This data is used in the paper to compare the Cotengra dense cost to the custom SST cost. This script has the same command-line argument options and defaults as above.

 

To gather the same data as shown in the paper, run the following command:



python src/wep_calculations.py --file_name "wep_calculations.csv" --num_runs 100 --minimize "flops" --methods "greedy"


Optimal Costs

This script runs Cotengra's OptimalOptimizer for 4 small codes. Any larger or more complex codes were not feasible to compute optimally. The only command-line argument is the file_name.

python src/get_optimal_costs.py --file_name "optimal_costs.csv"

Generate Plots

To create the visualizations, run:



python src/plotting_functions.py


There are five plotting functions in this script, each corresponding to a plot from the paper. The current paths used are the pregenerated data in `results/data`. Make sure to update the script if wanting to use other data.
DOI: 10.5281/zenodo.17409793
title: Hyperoptimized Quantum Lego Contraction Schedules Supplementary Material

description: Hyperoptimized Quantum Lego Contraction Schedules

 

This repository incudes the code and data needed to reproduce all data and plots for the paper "Hyperoptimized Quantum Lego Contraction Schedules" by Balint Pato, June Vanlerberghe, and Kenneth R. Brown (2025).

 

Data and Images

All data and plots used in the paper are located in the `results` directory. Generate plots are in `results\images` and the data used to generate the plots is in `results/data`.

Setup Instructions

To set up the environment and install the required dependencies, follow these steps:

python3 -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt

 

Running the Code

Contraction Cost Calculations & Tensor Sparsity

The script `contraction_cost_calculations.py` runs the Cotengra optimization and collects the intermediate tensor sparsities if specified. All command-line arguments are optional and have defaults if not included.

 

The command line arguments for this script are:






Argument
Type
Default
Description


--file_name
str
"contraction_costs.csv"
Name of csv file to save results


--num_runs
int
100
Number of runs for each tensor network


--methods
str (can be multiple)
["greedy", "kahypar"]
Methods to run


--codes
str (can be multiple)
["concatenated", "rotated", "rotated_msp", "rotated_tanner", "hamming_msp", "hamming_tanner", "holo", "bb_msp", "bb_tanner"]
Tensor networks to run experiments for. Default is all available options.


--max_time
int
None
Maximum runtime for Cotengra optimization


--max_repeats
int
128
Maximum number of trials Cotengra will run


--sparsity_collection
flag
False
When included, script will also collect sparsity information in a separate file





 

To gather the same data as shown in the paper, run the following command:



python src/contraction_cost_calculations.py --file_name "contraction_costs.csv" --num_runs 100 --max_repeats 64 --sparsity_collection


 

WEP Contraction Costs 

This script runs the Cotengra optimization and the WEP calculation. This data is used in the paper to compare the Cotengra dense cost to the custom SST cost. This script has the same command-line argument options and defaults as above.

 

To gather the same data as shown in the paper, run the following command:



python src/wep_calculations.py --file_name "wep_calculations.csv" --num_runs 100 --minimize "flops" --methods "greedy"


Optimal Costs

This script runs Cotengra's OptimalOptimizer for 4 small codes. Any larger or more complex codes were not feasible to compute optimally. The only command-line argument is the file_name.

python src/get_optimal_costs.py --file_name "optimal_costs.csv"

Generate Plots

To create the visualizations, run:



python src/plotting_functions.py


There are five plotting functions in this script, each corresponding to a plot from the paper. The current paths used are the pregenerated data in `results/data`. Make sure to update the script if wanting to use other data.
DOI: 10.15468/hxwy8q
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "dominok"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "dominok"
DOI: 10.13140/rg.2.2.10308.13442
title: Environment Dictionary-Vol:1 📲 A Call to Innovate: Transforming the Comprehensive Environmental Dictionary into a Digital App!
DOI: 10.13140/rg.2.2.26141.63201
title: CRITICAL DISCUSSION ON THE DIFFERENCES BETWEEN THE TENETS OF THE CLASSICAL/ NEO-CLASSICAL SCHOOL AND THE POSITIVIST SCHOOL OF CRIMINOLOGICAL THOUGHT AND INDICATE HOW THEY APPLY TO SOUTH AFRICA'S CRIMINAL JUSTICE SYSTEM
DOI: 10.13140/rg.2.2.34959.50083
title: Schlafen als wirtschaftlich nicht existent-gemachte Voraussetzung allen Seins
DOI: 10.13140/rg.2.2.28720.47367
title: 3-广东省高等植物分布存疑和排除名录2024.10.30
DOI: 10.13140/rg.2.2.29585.54882
title: Surgical and Endoscopic Synergy in Ampullary Neoplasm Management
DOI: 10.15468/4su5f5
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "cathjaques"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "cathjaques"
DOI: 10.15468/7fcmur
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "pescolar"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "pescolar"
DOI: 10.13140/rg.2.2.29343.06568
title: A Contextual Approach to Enzymatic Hydrolysis in Ethanol Production
DOI: 10.13140/rg.2.2.18700.01928
title: Tourism Recreation Boat Design and Construction ┃Desain dan Konstruksi Kapal Rekreasi Wisata
DOI: 10.13140/rg.2.2.18175.73121
title: Advances in Anesthesia Safety Reducing Risks in High-Stakes Procedures
DOI: 10.13140/rg.2.2.20172.94083
title: Вебинар Повышение профессиональной компетентности педагога в вопросах организации эффективного обучения. Improvement of Professional Competences of Teachers in the Organization of Effective Learning
DOI: 10.13140/rg.2.2.13252.33926
title: TRANSFORMASI FOLKLOR LISAN DALAM MANIFESTASI KREATIF KONTEMPORER
DOI: 10.13140/rg.2.2.35639.43689
title: Climate and Heritage, Towards Urban Heat Island Mitigation
DOI: 10.15468/bdvsk7
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "macko62"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "macko62"
DOI: 10.13140/rg.2.2.20081.19041
title: Master Thesis Mark Wagner Qualtrics Survey
DOI: 10.13140/rg.2.2.33044.21126
title: Understanding Pulmonary Hypertension A Comprehensive Overview
DOI: 10.15468/dl.rgxknf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argemone subfusiformis",
 "HasCoordinate is true",
 "Country is Namibia"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048472-251009101135966/datasets/export for details.
DOI: 10.13140/rg.2.2.30304.80648
title: LAPORAN AKHIR MBKM KAMPUS MERDEKA RISET LEMBAGA PENELITIAN USU ASISTEN PENELITI DOSEN PROGRAM RISET MERDEKA DI STUDI PERBANDINGAN PENANGANAN PENGEMIS DI MEDAN INDONESIA DAN PENANG MALAYSIA
DOI: 10.13140/rg.2.2.15415.02729
title: Official Programme of III INTERNATIONAL SCIENTIFIC AND PRACTICAL CONFERENCE National idea and state ideology: historical and legal contours, Kutafin Moscow State Law University (MSAL)
DOI: 10.13140/rg.2.2.19058.82887
title: PENANGANAN PENGEMIS DI KAWASAN AGLOMERASI MEBIDANG DAN PENGARUHNYA PADA KENYAMANAN WARGA DI RUANG PUBLIK
DOI: 10.15468/z6h45v
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "samuelrichir"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "samuelrichir"
DOI: 10.13140/rg.2.2.12970.53441
title: FAUNA OF INDIA CHECKLIST ONLINE VERSION 1.0 PROTISTA: ALVEOLATA: PERKINSOZOA, Norén & Moestrup, 1999
DOI: 10.13140/rg.2.2.30848.75524
title: Scopus - Arabic - Journals
DOI: 10.13140/rg.2.2.34138.66249
title: LA FOTO RACCONTA - La dura legge della natura e delle interazioni tra uccelli. Un individuo adulto di Ghiandaia, Garrulus glandarius, con una preda prelevata da un nido collocato sotto una tegola di una piccola chiesa (...)
DOI: 10.13140/rg.2.2.35711.52642
title: Researcher Academy Certificate of Completion This certifies that Ravindra Kumar has successfully completed the following module 3.1 How to write a helpful peer review report (25 minutes) Presented by Zoë Mullan
DOI: 10.13140/rg.2.2.20769.31846
title: Drug-likeness report of the 163 compounds in Black pepper and Long pepper.
DOI: 10.13140/rg.2.2.16968.23047
title: Supplementary-Table-3
DOI: 10.13140/rg.2.2.27296.70409
title: WiNoDa Helpdesk Factsheet
DOI: 10.13140/rg.2.2.30757.00482
title: Cybersecurity Compass Framework OP 2
DOI: 10.15468/nxptku
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "clarencepipo"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "clarencepipo"
DOI: 10.13140/rg.2.2.35275.71204
title: Diagnostic Strategies for Viral Pneumonia A Clinical Guide
DOI: 10.13140/rg.2.2.17030.48968
title: Predicted Activity Spectrum for 1(7)-p-Menthadien-6-ol
DOI: 10.13140/rg.2.2.23741.37603
title: TIMSS23-BAŞARIYI KISITLAYAN ETKENLER
DOI: 10.13140/rg.2.2.18655.78240
title: Machiavellis best disciples -THE MUGHALS
DOI: 10.13140/rg.2.2.29560.97288
title: Appendices in archive. Belarusian Philately. Volume 7. The fourteenth standard issue of the Republic of Belarus. Architectural Monuments. Atlas-Reference. (Белорусская филателия. Том 7. Четырнадцатый стандартный выпуск Республики Беларусь. Памятники Архитектуры. Атлас-Справочник). (in Russian) (DOI: 10.13140/RG.2.2.19494.64324)
DOI: 10.13140/rg.2.2.11525.46561
title: 23 Division in 1971 War - A Study in operational leadership and operational strategy
DOI: 10.13140/rg.2.2.21867.04648
title: Predicted Biological Activity Spectrum for 1-Terpinen-4-ol
DOI: 10.13140/rg.2.2.15418.30400
title: data-Building PCD PSCF
DOI: 10.13140/rg.2.2.13399.79528
title: Predicted Biological Activity Spectrum for 2-Undecanone
DOI: 10.13140/rg.2.2.30177.01124
title: Table 4.12. Predicted Biological Activity Spectrum for 2-Isopropyl-3-methoxy pyrazine
DOI: 10.15468/ftmtx9
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "thomasdr"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "thomasdr"
DOI: 10.13140/rg.2.2.21893.26087
title: satellite toad
DOI: 10.13140/rg.2.2.29192.02560
title: State of Regional Development in Thailand
DOI: 10.13140/rg.2.2.18852.49289
title: Theory of Mind Induction in User Modeling: An Introductory Game Case Study
DOI: 10.13140/rg.2.2.22637.09449
title: Using Portable Moodle and eReaders to Enhance Learning at a Distance for Incarcerated Offenders
DOI: 10.13140/rg.2.2.36710.64324
title: Quantum bicoherent soul
DOI: 10.13140/rg.2.2.10666.63684
title: Clinical lipidology: chapter-12
DOI: 10.13140/rg.2.2.18754.80328
title: 2000 #2
DOI: 10.13140/rg.2.2.22138.50889
title: Genome analysis of local and exotic rabbit breeds in Egypt
DOI: 10.15468/dl.ppu5as
title: Occurrence Download

description: A dataset containing 2232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Breonadia salicina"
 ]
}

 The dataset includes 2232 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048474-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.19666.36801
title: 熱紅外影像/無人機航拍 Thermo Infrared/UAV 201706-F
DOI: 10.15468/dl.zv5f5m
title: Occurrence Download

description: A dataset containing 326 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimosa leucaenoides"
 ]
}

 The dataset includes 326 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048475-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2jnd4z
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Poliomintha marifolia"
 ]
}

 The dataset includes 191 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048476-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.20913.39522
title: The origin of peripheral eastern Scandinavian ga- ‘go’ and sta- ‘stand’; an unsolvable puzzle?
DOI: 10.13140/rg.2.2.13750.72001
title: Dome Argus Weather Station Temperature Profiles from 09 May to 17 Dec 2008
DOI: 10.15468/phfk5y
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "baudis"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "baudis"
DOI: 10.13140/rg.2.2.30041.74089
title: Баргузинский хребет
DOI: 10.13140/rg.2.2.24959.42407
title: USSR and Afghanistan- Did the Soviet invasion on Afghanistan have any socio cultural influence on Afghanistan?
DOI: 10.15468/dl.dh5jes
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schinus molle",
 "HasCoordinate is true",
 "Country is Namibia"
 ]
}

 The dataset includes 26 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048477-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.19833.48488
title: Δεν υπάρχει Δημοκρατία χωρίς μόρφωση [There is no Democracy without Education].png. In ELEFTHERIA, 18 October, 2016
DOI: 10.13140/rg.2.2.33866.08642/1
title: HotellingEllipse: Hotelling's T-squared Statistic and Confidence Ellipse
DOI: 10.13140/rg.2.2.16355.36647
title: Binary GR-gravitational rotator
DOI: 10.13140/rg.2.2.31454.86087
title: Quantum chromodynamics on lattice
DOI: 10.15468/3rzvw2
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "wrfbiolum"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "wrfbiolum"
DOI: 10.13140/rg.2.2.23328.60165
title: USING FIXED-POINT ITERATION METHOD TO PROBLEM 6.31 IN NUMERICAL METHODS 6TH ED BY CHAPRA AND CANALE
DOI: 10.13140/rg.2.2.10956.94084
title: Калан и пакет Sea otter and plastic bag
DOI: 10.13140/rg.2.2.26753.88160
title: Knowledge, attitude, and practice of patients with hypothyroidism- A cross-sectional survey
DOI: 10.15468/dl.qfqkts
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tolumnia bahamensis"
 ]
}

 The dataset includes 124 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048478-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.12279.84643
title: VPR technique - SUPPLEMENTARY FILE.pdf
DOI: 10.15468/3gr8ry
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "jibbito"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "jibbito"
DOI: 10.13140/rg.2.2.10534.91201
title: Datasets
DOI: 10.13140/rg.2.2.15677.68321
title: some.eMails.f.JF.pdf