cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/w2cp7h53s5.1
title: Enhanced Dataset of Citizen Centric Complaints and Grievances on Twitter

description: The dataset "Complaints_Reports_Data.sql" contains the public complaint tweets posted on 4 public service accounts of Indian Government (@RailMinIndia, @IncomeTaxIndia, @DelhiPolice and @dtpTraffic). Complaints_Reports_Data.sql file contains the records of raw tweets, users, hashtags, user mentions and other contextual metadata of tweets and bloggers. In this dataset, we also share a sample of tweets pre-processed in 3 steps ("pre1", "pre3" and "pre4")- hashtag expansion, spell error correction and internet & slang expansion. Metadata of each table is given below: Table 1: Annotated: tweet_ID, text, class (complaint or unknown) Table 2: Hashtags: tweet_ID, hashtag Table 3: Posts: tweet_ID, text, url_count, image_count, video_count, user_id, timestamp, organization (Indian Govt account), language, latitude, longitude, replied_to_tweet_id, replied_to_user_id, retweet Table 4, 5, 6: Pre1, Pre3, Pre4: tweet_ID, text, organization Table 7: User_Mentions: tweet_ID, user_ID Table 8: Users: user_ID, screen_name, name, verified?, location, created_at
DOI: 10.14469/hpc/1062
title: Houk test

description: Houk test
DOI: 10.14469/hpc/1063
title: RUWFOE model of two boron units, PT between reagent and acetic acid TS

description: Gaussian Calculation
DOI: 10.5281/zenodo.58514
title: Supplementary Information S1 - Detailed Results Of The Capri N-Lca And S2 -  Quantification Of The Main N Budget Flows In The Eu25 Agriculture Sector Of Leip, A., Billen, G., Garnier, J., Grizzetti, B., Lassaletta, L., Reis, S., Simpson, D., Sutton, M. A, De Vries, W., Weiss, F., Westhoek, H. (2015). Impacts Of European Livestock Production: Nitrogen, Sulphur, Phosphorus And Greenhouse Gas Emissions, Land-Use, Water Eutrophication And Biodiversity. Environ. Res. Lett. 10, 115004. Doi:10.1088/1748-9326/10/11/115004

description: Table S1-1 Quantification of GHG and Nr flow intensities [kg CO2eq (kg product)<sup>-1</sup> yr<sup>-1</sup>] or [g N (kg product)<sup>-1</sup> yr<sup>-1</sup>] with the CAPRI N-LCA model for six main livestock products (BEEF: beef, PORK: pork, EGGS: eggs, POUM: poultry meat; DAIR: milk and dairy products, SGMP: meat from sheep and goats) and six main vegetable food groups (POTA: potatoes, SUGB: sugar beet before processing, OILP: oil seeds before processing; CERR: cereals, LEGU: leguminous crops) as well as other crops (OCRP) and aggregated livestock (ANIMP) and vegetable (CROPP) food. 

Table S2-1 Quantification of the main N budget flows in the EU25 agriculture sector
DOI: 10.14469/hpc/1097
title: isoP_Tosyl_Product_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1098
title: P_Tosyl_Product_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1099
title: isoO_Tosyl_Product_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1100
title: P_Tosyl_Reactant_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1101
title: isoO_Tosyl_Reactant_1 (opt freq)

description: Gaussian Calculation
DOI: 10.5281/zenodo.58847
title: Dice H2020 Deliverable 3.8 — Initial Version

description: The data hereby published supports the results of the European research<br>
project DICE H2020 deliverable D3.8, which can be downloaded at http://www.dice-h2020.eu/deliverables/.<br>
When referring to the data, please cite the above mentioned deliverable.
DOI: 10.14469/hpc/1102
title: isoP_Tosyl_Reactant_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1103
title: TS2Berry_enolate_IM1b_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1104
title: R_Lactone_TSboat_2 (opt ts freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1105
title: TS1_SN2enolate_4 (opt modred scan)

description: Gaussian Calculation
DOI: 10.14469/hpc/1106
title: S_indole_isoTS_2 (opt ts freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1107
title: IRC_S_indole_1 (IRC)

description: Gaussian Calculation
DOI: 10.14469/hpc/1065
title: Mnova test

description: rubbish
DOI: 10.14469/hpc/1067
title: S_indole_TS_1 (opt modred)

description: Gaussian Calculation
DOI: 10.14469/hpc/1068
title: S_indole_isoTS_1 (opt modred)

description: Gaussian Calculation
DOI: 10.14469/hpc/1069
title: IRC_TS2Berry_enolate_4 (IRC)

description: Gaussian Calculation
DOI: 10.5281/zenodo.58525
title: Data From "Spontaneous Alpha Power Lateralization Predicts Detection Performance In An Un-Cued Signal Detection Task",  Plosone2016

description: 32-channel(+6) data (Biosemi Active two, 10-20, 2048Hz) unfiltered from the 2016 Plos ONE paper "Spontaneous alpha power lateralization predicts detection performance in an un-cued signal detection task"
DOI: 10.14469/hpc/1108
title: O_Tosyl_Product_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1070
title: Q_Lactone_isoTSchair_2 (opt ts freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1071
title: 1stTS_5 (opt modred scan)

description: Gaussian Calculation
DOI: 10.14469/hpc/1072
title: TS2_SN2enolate_5 (opt modred scan)

description: Gaussian Calculation
DOI: 10.5281/zenodo.58743
title: Makam_Recognition_Experiments: Makam Recognition Experiments For Dlfm 2016

description: DLfM Ottoman-Turkish Makam Recognition and Tonic Identification Experiments

This repository hosts the experiments conducted, which demonstrates MORTY (our mode and tonic estmation toolbox) in the paper:


Karakurt, A., Şentürk S., & Serra X. (2016). MORTY: A Toolbox for Mode Recognition and Tonic Identification. 3rd International Digital Libraries for Musicology Workshop. New York, USA


Please cite the paper above, if you are using the contents of this repository for your works. The companion page of the paper is accesible via the CompMusic website.

Structure of the Repository


	The scripts are located in the base folder along with several miscallenaeous files (the license, readme, setup and requirement files).
	The folder ./data links to the relevant commit in our makam recognition dataset, the folds and the summary of the evaluation obtained from all experiments. Due to file size constraints features, training models, results and evaluation files are not included in this folder and stored in Zenodo (link) instead.
	The folder ./dlfm_code has the relevant Python and MATLAB modules for the training, testing and evaluation.


Installation

If you want to install the Python package, it is recommended to install the package and dependencies into a virtualenv. In the terminal, do the following:

virtualenv env source env/bin/activate python setup.py install

The package and some of its dependencies use several modules in Essentia. Follow the instructions to install the library.

Now you can install the rest of the dependencies:

pip install -r requirements Experimentation Scripts

We use Jupyter notebooks for the general experimentation and MATLAB for statistical significance tests. To reproduce the experiments you can run the scripts in the order given below:


	setup_feature_training.ipynb: Create the folds in the stratified 10 fold scheme, extract distribution features, train models.
	testing_evaluation.ipynb: Find optimal minimum peak ratio (Figure 3 in the paper), testing and evaluation.
	plot_tonicdist_confusionmat.ipynb: Display the tonic identification errors for all parameter sets with 7.5 cent bin size and the confusion matrix in mode recognition for the best parameter set
	summarize_evaluation.m: Read and store a summarization of the evaluation obtained for all parameter sets
	stat_significance.m: Conduct statistical significance tests. The last block in the MATLAB code is where the tests are carried semi-automatically. The parameters that are checked for significance are commented.


License

The source code hosted in this repository is licenced under Affero GPL version 3. The data (the features, models, figures, results etc.) are licenced under Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
DOI: 10.14469/hpc/1073
title: TS1_SN2enolate_3 (opt modred scan)

description: Gaussian Calculation
DOI: 10.14469/hpc/1074
title: R_Lactone_TSboat_1 (opt modred)

description: Gaussian Calculation
DOI: 10.14469/hpc/1109
title: S_indole_Product_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1075
title: 1,3-cistrans_lactone (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1076
title: 1,3-cistrans_cycloheptane (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1077
title: Q_Lactone_TSboat_2 (opt ts freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1078
title: 1,4-cistrans_lactone (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1079
title: R_Lactone_isoTSchair_1 (opt modred)

description: Gaussian Calculation
DOI: 10.14469/hpc/1080
title: IRC_P_Tosyl_1 (IRC)

description: Gaussian Calculation
DOI: 10.14469/hpc/1081
title: IRC_isoP_Tosyl_1 (IRC)

description: Gaussian Calculation
DOI: 10.14469/hpc/1082
title: IRC_isoO_Tosyl_1 (IRC)

description: Gaussian Calculation
DOI: 10.14469/hpc/1083
title: IRC_O_Tosyl_1 (IRC)

description: Gaussian Calculation
DOI: 10.14469/hpc/1084
title: B_Tosyl_Reactant_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1085
title: P1aTS

description: Gaussian Calculation
DOI: 10.14469/hpc/1086
title: P1aTS

description: Gaussian Calculation
DOI: 10.14469/hpc/1110
title: TS2_SN2enolate_7 (opt modred scan)

description: Gaussian Calculation
DOI: 10.14469/hpc/1111
title: Q_Lactone_isoTSchair_3 (opt ts freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1112
title: S_indole_Reactant_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1117
title: IRC_Q_Lactone_boat_1 (IRC)

description: Gaussian Calculation
DOI: 10.14469/hpc/1118
title: IRC_isoR_Lactone_1 (IRC)

description: Gaussian Calculation
DOI: 10.14469/hpc/1119
title: IRC_R_Lactone_boat_1 (IRC)

description: Gaussian Calculation
DOI: 10.14469/hpc/1120
title: O_Tosyl_Product_2 (opt freq iop)

description: Gaussian Calculation
DOI: 10.14469/hpc/1121
title: IRC_isoQ_Lactone_chair_1 (IRC)

description: Gaussian Calculation
DOI: 10.14469/hpc/1122
title: TS1enolate_Product_3 (opt freq iop)

description: Gaussian Calculation
DOI: 10.5281/zenodo.58161
title: X-Ray Microtomography As A Tool For Investigating The Petrological Context Of Precambrian Cellular Remains

description: Supplementary information from the paper "X-ray microtomography as a tool for investigating the petrological context of Precambrian cellular remains", features in a Geological Society Publication in memory of Professor Martin Brasier, University of Oxford.

Datasets comprise:<br>
-- A zipped Drishti volumes for all CT scans reported in the paper, which can be used for both 3D visualisations and to inspect the underlying data.<br>
-- A .7z split zip file of one Drishti volume above 2GB.<br>
-- An HDMI movie showing digital visualisations for all of the scans reported in the paper.
DOI: 10.5281/zenodo.58273
title: Peerless Results: The Population Of Long-Period Transiting Exoplanets

description: The results from the submitted paper: "The population of long-period transiting exoplanets" by Foreman-Mackey et al. (2016)
DOI: 10.5281/zenodo.58294
title: Follow Up Analysis From Huntingtin Test Expression Experiments (2016/07/19)

description: Huntingtin structure-function open lab notebook
DOI: 10.17632/tm9rwvktdn.1
title: Supplemental data for "Whole genome sequencing reveals high-resolution epidemiological links between clinical and environmental Klebsiella pneumoniae

description: Data for "Whole genome sequencing reveals high-resolution epidemiological links between clinical and environmental Klebsiella pneumoniae" Authors: Chakkaphan Runcharoen*, Danesh Moradigaravand*, Elizabeth Blane, Suporn Paksanont, Jeeranan Thammachote, Suthatip Anun, Julian Parkhill, Narisara Chantratita** and Sharon J. Peacock** * Joint first author ** Joint senior author 1- List of genes in the pan-genome of 77 Klebsiella pneumoniae isolates from Thailand 2- Multiple alignment of the genes in the pan-genome
DOI: 10.14469/hpc/1123
title: isoQ_Lactone_chair_Reactant_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1124
title: isoQ_Lactone_chair_Product_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1125
title: isoR_Lactone_Reactant_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1126
title: Q_Lactone_boat_Product_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1127
title: R_Lactone_Reactant_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1128
title: isoR_Lactone_Product_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1129
title: R_Lactone_Product_1 (opt freq)

description: Gaussian Calculation
DOI: 10.5281/zenodo.58975
title: Action Potential Dependent Sipscs From 3-4 Months Old Tg2576 Female Mice

description: species : Mus musculus

sex : female

strain : Tg2576

age : post-natal day 90 - 120

Voltage-clamp recordings of GABAA spontaneous inhibitory post-synaptic currents (sIPSCs) were obtained from 3-4 months old Tg2576 (carrying the Amyloid Precursor Protein KM670/N671L Swedish mutation) female mice. The dataset contains 1000 individual events recorded from 10 different neurons (expE1-E10)<strong>.</strong>
DOI: 10.14469/hpc/1130
title: IRC_isoS_indole_1 (IRC)

description: Gaussian Calculation
DOI: 10.14469/hpc/1131
title: 1stTS_enolate_6 (opt minus scan)

description: Gaussian Calculation
DOI: 10.14469/hpc/1132
title: Q_Lactone_boat_Reactant_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1133
title: TS1_SN2enolate_5 (opt minus scan)

description: Gaussian Calculation
DOI: 10.15129/c08cee72-3cca-4145-b805-ef141fee99d3
title: Energy exchange via multi-species streaming in laser-driven ion acceleration

description: The attached data corresponds to the simulation results included in the article, 'Energy exchange via multi-species streaming in laser-driven ion acceleration'. The zipped archive contains a read me file which explains how to obtain the simulation data presented in this work. It also contains the modified source code used to generate some of the data.
DOI: 10.5281/zenodo.58976
title: Action Potential Dependent Sipscs From 3-4 Months Old C57Bl/6J X Sjl Female Mice Hippocampus Ca1 Pyramidal Cell

description: species : Mus musculus

sex : female

strain : C57BL/6J X SJL

age : 3 - 4 months

Voltage-clamp recordings of GABAA spontaneous inhibitory post-synaptic currents (sIPSCs) were obtained from 3-4 months old C57BL/6J X SJL female mice . The dataset contains 701 individual events recorded from 7 different neurons (expB1-B7).
DOI: 10.17632/c6bg4cbggn.2
title: Juicer provides a one-click system for analyzing loop-resolution Hi-C experiments

description: Source code of Juicer sent to reviewers
DOI: 10.14469/hpc/1134
title: isoS_Indole_Reactant_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1135
title: isoS_Indole_Product_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1136
title: TS2_SN2enolate_8 (opt scan decrease)

description: Gaussian Calculation
DOI: 10.14469/hpc/1137
title: 1,3-ciscis_Lactone_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1138
title: 1,3-ciscis_octadiene_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1139
title: 1,4-ciscis_octadiene_1 (opt freq)

description: Gaussian Calculation
DOI: 10.14469/hpc/1140
title: 1,4-ciscis_Lactone_1 (opt freq)

description: Gaussian Calculation
DOI: 10.5281/zenodo.58987
title: Gr-Rwl1-O15J16 Daily Refugee Arrivals And Weather Data Greece Oct2015-Jan2016

description: This package contains a set of data regarding daily refugee arrivals at the Greek islands of first-reception in teh Aegean Sea, for the most intense period of influx waves, from the beginning of October 2015 until the mid-January of 2016.

The sources of the data are:<br>
1) For daily arrivals:<br>
    UNHCR Refugees/Migrants Emergency Response (Data mashups)<br>
    http://data.unhcr.org/mediterranean/country.php?id=83<br>
2) For weather:<br>
    Searchable Weather Database - National Observatory (Greece)<br>
    http://meteosearch.meteo.gr/

The datasets from (1) have already been used in various publications describing<br>
such predictive analytics models. Detailed description and related conclusions<br>
can be found at:

* Harris V. Georgiou, "Identification of refugee influx patterns in Greece via<br>
model-theoretic analysis of daily arrivals" (9-May-2016),<br>
https://arxiv.org/abs/1605.02784

_______________________________________________<br>
AVAILABLE FILE FORMATS

The datasets are available in the following formats (included):

*.xlsx    : MS-Excel/LibreOffice native spreadsheets<br>
*.csv    : comma-separated plaintext spreadsheets<br>
*arff    : WEKA native data source (plaintext)

These data formats are equivalent, i.e., they contain the exact same sets of data. Normally, at least one of them should be compatible with any major programming platform (e.g. Matlab, Octave, R) or any native programming language for arbitrary handling (e.g. C, Java).
description: Downloading and using this material implies acceptance of the Creative Commons License: Attribution-NonCommercial-ShareAlike 4.0 International (BY-NC-SA), 2016 -- http://creativecommons.org/licenses/by-nc-sa/4.0/

Copyright (c) 2016 by Harris V. Georgiou (MSc,PhD) -- http://xgeorgio.info
DOI: 10.5525/gla.researchdata.339
title: Origami-based Multiplexed Infectious Disease Diagnostics from Whole Blood
DOI: 10.14469/hpc/1142
title: TS2_SN2enolate_9 (opt scan decrease)

description: Gaussian Calculation
DOI: 10.14469/hpc/1143
title: Computed relative reaction free energies of Obtusallene derived oxonium and chloronium cations

description: Computed relative reaction free energies of Obtusallene derived oxonium and chloronium cations
DOI: 10.5281/zenodo.3924371
title: The electron affinity of astatine

description: Data and code needed for the determination of the electron affinity of astatine.
DOI: 10.6084/m9.figshare.3505013.v1
title: Supplementary Material for: Necitumumab plus Gemcitabine and Cisplatin as First-Line Therapy in Patients with Stage IV EGFR- Expressing Squamous Non-Small-Cell Lung Cancer: German Subgroup Data from an Open-Label, Randomized Controlled Phase 3 Study (SQUIRE)

description: Background: In the SQUIRE study, adding the antiepidermal
growth factor receptor (EGFR) IgG1 antibody
necitumumab to first-line gemcitabine and cisplatin
(GC + N) in advanced squamous non-small-cell lung cancer
(sqNSCLC) significantly improved overall survival
(OS); the safety profile was acceptable. We explored
data for the German subpopulation (N = 96) of SQUIRE
patients with EGFR-expressing tumors. Patient and
Methods: Patients with stage IV sqNSCLC were randomized
1:1 to up to 6 cycles of open-label GC + N or GC
alone. GC + N patients with no progression continued on
necitumumab monotherapy until disease progression or
intolerable toxicity. The primary endpoint was OS; the secondary endpoints included progression-free survival
(PFS), safety and health-related quality of life (EQ-5D,
Lung Cancer Symptom Scale (LCSS)). Results: The 96
German SQUIRE patients with EGFR-expressing tumors
(GC + N 42, GC 54) received a median of 4 GC cycles; the
GC + N patients received 5 cycles of necitumumab. Adding
necitumumab was associated with 41% risk reduction
of death (hazard ratio (HR) 0.59, 95% confidence
interval (CI) 0.37–0.94, p = 0.026) and 44% risk reduction
of progression (HR 0.56, 95% CI 0.33–0.95, p = 0.029). Adverse
events typically associated with EGFR antibody
treatment (including rash, hypomagnesemia) were more
common with GC + N. The time to deterioration of the
EQ-5D and LCSS scores showed no notable differences
between the treatment arms, except for appetite loss
(delayed for GC + N). Conclusion: The survival benefit
from adding necitumumab to first-line GC was more
pronounced in the German SQUIRE subpopulation with
EGFR-expressing tumors than in the overall (intentionto-treat)
population; toxicity was manageable and consistent
with the overall population.
DOI: 10.15128/r15x21tf407
title: Research data for "Structure and Physicochemical Characterisation of a Naproxen-Picolinamide Cocrystal"

description: Naproxen (NPX) is a nonsteroidal anti-inflammatory drug with pain- and fever- relieving properties, currently marketed in the sodium salt form to overcome solubility problems; however, alternative solutions for improving its solubility
across all pH values are desirable. NPX is suitable for cocrystal formation, with hydrogen-bonding possibilities via the COOH group. The crystal structure is presented of a 1:1 cocrystal of NPX with picolinamide as a coformer. The pharmaceutically relevant physical
properties were investigated and the intrinsic dissolution rate was found to be essentially the same as that of commercial naproxen. An NMR crystallography
approach was used to investigate the H-atom positions in the two crystallographically unique COOH–CONH hydrogen-bonded dimers. 1H solid-state NMR distinguished the two carboxyl protons, despite the very similar crystallographic environments. The nature of the hydrogen bonding was confirmed by solid-state NMR and density functional theory calculations
DOI: 10.5281/zenodo.3924370
title: The electron affinity of astatine

description: Data and code needed for the determination of the electron affinity of astatine.
DOI: 10.5284/1038993
title: 22 Midanbury Lane, Southampton (SOU1683)

description: The Archaeology Unit of Southampton City Council carried out an evaluation excavation of 22 Midanbury Lane, Southampton, in March 2015. The aims of the evaluation were 'to determine the extent, condition, nature, character, quality, and date of any archaeological remains encountered, as dictated by current best practice.
DOI: 10.17036/c6b0488c-fde4-4592-831c-ad5d49f7787f
title: Quantum dot based ultrafast photoconductive antennae for efficient THz radiation
DOI: 10.5284/1038997
title: Archaeological evaluation at the Crown Inn, 73-75 Shirley High Street, Southampton. (SOU1676)

description: Southampton City Council Archaeology Unit carried out an archaeological evaluation on land to the rear of the Crown Inn at 73-75 Shirley High Street, Southampton in advance of development, in order to ascertain if archaeological deposits survived on the site.
DOI: 10.5284/1038998
title: Archaeological watching brief on soil investigations at Chapel Riverside, Southampton. (SOU1672)

description: Southampton City Council Archaeology Unit carried out a watching brief on soil investigations at Chapel Riverside, in advance of development. The site had previously been the Town Depot and former Corporation Yard of Southampton City Council.
DOI: 10.15128/r2cc08hf608
title: Vikki Bird thesis supplementary data: Structure and dynamics in polystyrene/single-walled carbon nanotube nanocomposites via neutron scattering techniques

description: The dataset archive contains Origin software project files (*.opj). A free viewer to inspect data can be downloaded form http://www.originlab.com
DOI: 10.5061/dryad.5pv83/1
title: R Code for Running Analyses of Boyle et al. 2016

description: This text file contains the R code used to perform the analyses detailed in Boyle et al. 2016 "The Impact of Geographic Range, Sampling, and Time on Extinction Risk in the Volatile Clade Graptoloida" including general linear models and permutation tests. The file also contains details about data manipulation outside of the R environment.
DOI: 10.5061/dryad.5pv83/2
title: Loading Values for PLSR analysis from Boyle et al. 2016

description: This excel file contains the loading values for the partial least squares regression analysis (PLSR) described in the text of Boyle et al. 2016 "The Impact of Geographic Range, Sampling, and Time on Extinction Risk in the Volatile Clade Graptoloida". Values are given for each taxon subset described in Table 2 of the article.
DOI: 10.17036/b0698e30-167f-4bdd-a573-f7192b1d7281
title: Support enhanced α-pinene isomerization over HPW/SBA-15