cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.3518990
title: On the Performance of Method-Level Bug Prediction: A Negative Result

description: Bug prediction is aimed at identifying software artifacts that are more likely to be defective in the future. Most approaches defined so far target the prediction of bugs at class/file level. Nevertheless, past research has provided evidence that this granularity is too coarse-grained for its use in practice. As a consequence, researchers have started proposing defect prediction models targeting a finer granularity (particularly method-level granularity), providing promising evidence that it is possible to operate at this level. Particularly, models mixing product and process metrics provided the best results. We present a study in which we first replicate previous research on method-level bug-prediction, by using different systems and timespans. Afterward, based on the limitations of existing research, we (1) re-evaluate method-level bug prediction models more realistically and (2) analyze whether alternative features based on textual aspects, code smells, and developer-related factors can be exploited to improve method-level bug prediction abilities. Key results of our study include that (1) the performance of the previously proposed models, tested using the same strategy but on different systems/timespans, is confirmed; but, (2) when evaluated with a more practical strategy, all the models show a dramatic drop in performance, with results close to that of a random classifier. Finally, we find that (3) the contribution of alternative features within such models is limited and unable to improve the prediction capabilities significantly. As a consequence, our replication and negative results indicate that method-level bug prediction is still an open challenge.
DOI: 10.7910/dvn/7aikzh/diyk1m
title: codebook_Section I Changes in Dairy Production.tab

description: :unav
DOI: 10.7910/dvn/7aikzh/gjpnze
title: codebook_Section L2 Food Consumption by Spouse.tab

description: :unav
DOI: 10.7910/dvn/7aikzh/gyvhr7
title: codebook_Section K Perceptions.tab

description: :unav
DOI: 10.7910/dvn/7aikzh/l6479m
title: codebook_SECTION H6 LABOR USE_Q17.tab
DOI: 10.7910/dvn/7aikzh/p9rhnc
title: codebook_SECTION H6 LABOR USE.tab

description: :unav
DOI: 10.7910/dvn/7aikzh/qe7dnp
title: codebook_Section J Access to Agricultural Services and Knowledge Technology.tab

description: :unav
DOI: 10.7910/dvn/7aikzh/qzmsnf
title: codebook_SECTION H6 LABOR USE_Q15.tab

description: :unav
DOI: 10.7910/dvn/7aikzh/tl8gmp
title: codebook_SECTION H6 LABOR USE_Q10.tab

description: :unav
DOI: 10.7910/dvn/7aikzh/tycg7h
title: codebook_SECTION H6 LABOR USE_Q6.tab

description: :unav
DOI: 10.25345/c5v670
title: MassIVE MSV000084571 - GNPS_Butanol extract from Stereospermum accuminatissimum
title: Extract from Butanol fraction Stereospermum accuminatissimum
DOI: 10.7910/dvn/7aikzh/bdbirv
title: codebook_Section P1 Livestock Assets.tab

description: :unav
DOI: 10.7910/dvn/7aikzh/csp4fi
title: codebook_Section L4 Dairy Consumption in the Last 7 Days.tab

description: :unav
DOI: 10.7910/dvn/7aikzh/dadowf
title: codebook_Section L3 Food Consumption by the Youngest Child Q6-Q7.tab

description: :unav
DOI: 10.7910/dvn/7aikzh/evzk9g
title: codebook_Section M Land Ownership and Cultivation.tab

description: :unav
DOI: 10.7910/dvn/7aikzh/m7qrss
title: codebook_Section L3 Food Consumption by the Youngest Child Q1-Q5.tab

description: :unav
DOI: 10.7910/dvn/7aikzh/pfaamz
title: codebook_Section L5 Food Security.tab

description: :unav
DOI: 10.7910/dvn/7aikzh/rdaany
title: codebook_Section L1 Food Consumption by Head of Household.tab

description: :unav
DOI: 10.7910/dvn/7aikzh/vnrvjw
title: codebook_Section O Non-Crop and Non-Dairy Income.tab

description: :unav
DOI: 10.7910/dvn/7aikzh/y4c9tn
title: codebook_Section N Crop Production (for all plots cultivated by the hh himself).tab

description: :unav
DOI: 10.7910/dvn/7aikzh/0jzctz
title: codebook_Section T Credit.tab
DOI: 10.7910/dvn/7aikzh/arbgrd
title: codebook_Section P2 Agricultural and Household Assets.tab

description: :unav
DOI: 10.7910/dvn/7aikzh/mkwawz
title: IRB_Consent_Form_dairy_producers_Oromiffa.pdf
DOI: 10.7910/dvn/7aikzh/om53qf
title: codebook_Section D1 Dairy Output Use over the Last 12 Months.tab
DOI: 10.7910/dvn/7aikzh/pns1wt
title: codebook_Section S Farmer Characterstics.tab

description: :unav
DOI: 10.7910/dvn/7aikzh/s3cbzk
title: codebook_Section Q Livestock Ownership Other than Cattle.tab

description: :unav
DOI: 10.7910/dvn/7aikzh/sdexl4
title: IRB_Consent_Form_dairy_producers_amharic.pdf

description: :unav
DOI: 10.7910/dvn/7aikzh/xtyj93
title: codebook_Section R Housing Quality and Household Assets.tab

description: :unav
DOI: 10.5281/zenodo.3538287
title: SN2 Reactions (QCArchive View Formatted)

description: Data curated by the QCArchive team, originally sourced from quantum-machine.org. S<sub>N</sub>2 reactions of methyl halides with halide anions for the halides F, Cl, Br, and I. Structures are generated by high-temperature molecular dynamics evaluated at the DSD-BLYP-D3(BJ)/def2-TZVP level of theory, and include molecules of the following types: CH<sub>3</sub>X, CH<sub>3</sub>X + Y<sup>-</sup>, HX, CHX, CH<sub>2</sub>X<sup>-</sup>, H<sub>2</sub>, CH<sub>2</sub>, CH<sub>3</sub><sup>+</sup>, and XY where X and Y are halides. For more information, see http://qcarchive.molssi.org/apps/ml_datasets/.
description: {"references": ["Unke, O. T. & Meuwly, M. PhysNet: A Neural Network for Predicting Energies, Forces, Dipole Moments, and Partial Charges. J. Chem. Theory Comput., 2019, 15, 3678-3693. https://doi.org/10.1021/acs.jctc.9b00181", "Unke, O. T. & Meuwly, M. SN2 Reactions. Zenodo, 2019 https://zenodo.org/record/2605341"]}
DOI: 10.5281/zenodo.3538288
title: SN2 Reactions (QCArchive View Formatted)

description: Data curated by the QCArchive team, originally sourced from quantum-machine.org. For more information, see http://qcarchive.molssi.org/apps/TODO.
DOI: 10.5281/zenodo.3538273
title: ISO-17 (QCArchive View Formatted)

description: Data curated by the QCArchive team, originally sourced from quantum-machine.org. Molecular dynamics trajectories of 129 isomers of C<sub>7</sub>H<sub>10</sub>O<sub>2</sub>, each containing 5,000 snapshots at a resolution of 1 fs. All molecules are neutral singlets. Calculations are performed at the PBE-TS level of theory. For more information, see http://qcarchive.molssi.org/apps/ml_datasets/.
description: {"references": ["Ramakrishnan, R.; Dral, P. O.; Rupp, M. & Von Lilienfeld, O. A. Quantum chemistry structures and properties of 134 kilo moleculesSci. Data, 2014, 1, 140022. https://www.nature.com/articles/sdata201422", "Sch\u00fctt, K. T.; Arbabzadah, F.; Chmiela, S.; M\u00fcller, K. R. & Tkatchenko, A. Quantum-chemical insights from deep tensor neural networks Nat. Commun., 2017, 8, 13890. https://www.nature.com/articles/ncomms13890", "Sch\u00fctt, K.; Kindermans, P.-J.; Sauceda Felix, H. E.; Chmiela, S.; Tkatchenko, A. & M\u00fcller, K.-R. Guyon, I.; Luxburg, U. V.; Bengio, S.; Wallach, H.; Fergus, R.; Vishwanathan, S. & Garnett, R. (Eds.) SchNet: A continuous-filter convolutional neural network for modeling quantum interactions. Adv. Neural Inf. Process. Syst. 30, 2017, 991-1001. https://papers.nips.cc/paper/6700-schnet-a-continuous-filter-convolutional-neural-network-for-modeling-quantum-interactions"]}
DOI: 10.5281/zenodo.3538274
title: ISO-17 (QCArchive View Formatted)

description: Data curated by the QCArchive team, originally sourced from quantum-machine.org. For more information, see http://qcarchive.molssi.org/apps/TODO.
DOI: 10.5281/zenodo.3538338
title: Training Data - Effects of seasonality and classifier on the accuracy of grazing resource and land degradation maps in a savanna ecosystem

description: This csv file contains training data (class and coordinates (latitude and longitude)) used in the classification models presented in the paper - Effects of seasonality and classifier on the accuracy of grazing resource and land degradation maps in a savanna ecosystem
DOI: 10.5281/zenodo.3538339
title: Training Data - Effects of seasonality and classifier on the accuracy of grazing resource and land degradation maps in a savanna ecosystem

description: This csv file contains training data (class and coordinates (latitude and longitude)) used in the classification models presented in the paper - Effects of seasonality and classifier on the accuracy of grazing resource and land degradation maps in a savanna ecosystem
DOI: 10.25919/5dca2471a4156
title: Parkes observations for project P958 semester 2019OCTS_23

description: Fast radio bursts (FRBs) continue to raise more questions than they answer. Until last year, only one burst – the only one known to repeat - had been localized to a bright radio nebula (either a young supernova remnant or pulsar wind nebulae) in a distant dwarf galaxy. Over the last two year searches with the Australian Square Kilometre Array Pathfinder (ASKAP) have detected 31 bursts, five of which have been localised to host galaxies at redshifts ranging from 0.1 to 0.5. These bursts and their hosts are very unlike the repeater, suggesting there may be a dichotomy in the population. However one of the arcminute-localised ASKAP FRBs has recently been found to repeat. Here we propose to search and study repetitions in this FRB population. Our comprehensive sample and a dense monitoring campaign of well localised bursts, at a fluence limit more than 60 times lower than that of their detections to characterise the fraction of bursts that repeat. For bursts that repeat the unique wide bandwidth observations will be used to test leading models of burst emission.
DOI: 10.5281/zenodo.3538326
title: 2N+4-rule and an atlas of bulk optical resonances of zigzag graphene nanoribbons

description: This repository contains TB and DFT calculations raw data and Mathematica and Python code to reproduce results of the paper "2N+4-rule and an atlas of bulk optical resonances of zigzag graphene nanoribbons".
DOI: 10.7910/dvn/pivdim/lxidfe
title: SD data for electronic supplement.tab

description: :unav
DOI: 10.17632/r88hrwkdvj.1
title: Ellen programming her smart alarm

description: Ellen programs her smart alarm clock by composition. She is used to composing Lego projects by selecting bricks and clicking them together. In a similar fashion, she selects objects and links them together to form her personal program. While Lego bricks are dumb pieces of plastic, Ellen's objects are smart and she augments them with code that adapt them to her needs.
DOI: 10.5281/zenodo.3538342
title: SN2 Reactions (QCArchive View Formatted)

description: Data curated by the QCArchive team, originally sourced from quantum-machine.org. For more information, see http://qcarchive.molssi.org/apps/TODO.
DOI: 10.17632/2cbm9hbk4s.1
title: Ellen's smart code

description: Ellen used BabyIDE/novice to program her smart alarm clock. This ZIP file contains a textual report on her program generated by the BabyIDE report generator. Note: The text is not conventional source code and can't be compiled.
DOI: 10.17632/54ff7hfkn4.1
title: Code for Prokon/Plan program DCI example

description: Prokon/Pan is a BabyIDE program that exemplifies a program architecture that combines MVC and DCI. The program is part of the BabyIDE Squeak image: http://dx.doi.org/10.17632/5xxgzv7fsp.1#file-ddc686b5-c26c-40d8-9d0d-6fe0f904a4ea I used the BabyUML report generator to output the program in HTML form. Unzip this ZIP file and open in your favorite Web browser.
DOI: 10.17632/py5jnzttr7.1
title: Discrete-event based numerical simulation in Geant4: a performance comparison against its default steppers

description: Performance comparison of two implementation techniques of QSS methods in Geant4: a co-simulation strategy that enables particle tracking via the QSS Solver simulation toolkit (GQLink) and a native, embedded QSS stepper. This study focuses on two selected benchmarks: a baseline, tracking-only setup where a charged particle describes a helical trajectory inside a 3D cube mesh (B2h), and a realistic scenario modeled after the CMS particle detector (CMS) featuring its full Run 1 geometry and a volume-based magnetic field. Each folder inside the given archives corresponds to a single experiment, parametrized after the values shown in the folder name. Inside these experiment folders, there are as many subfolders as the steppers used to run the experiment. These stepper subfolders provide the complete output obtained in the simulations merged into a single file (consolidated_output.txt). This output merges data from different, independent runs and summarizes the average values for different performance metrics and their corresponding sample standard deviations. Also, the stepper subfolders include the macro files that were used to run Geant4 in order to produce the output.
DOI: 10.5281/zenodo.3538189
title: DATASET : Thresholds of fire response to moisture and fuel load differ between tropical savannas and grasslands across continents

description: <strong>Abstract </strong> <strong>Aim:</strong> An emerging framework for tropical ecosystems states that fire activity is either ‘<em>fuel build-up limited</em>’ or ‘<em>fuel moisture limited</em>’ i.e. as you move up along rainfall gradients, the major control on fire occurrence switches from being the amount of fuel, to the moisture content of the fuel. Here we used remotely sensed datasets to assess whether interannual variability of burned area is better explained by annual rainfall totals driving fuel build-up, or by dry season rainfall driving fuel moisture. <strong>Location:</strong> Pantropical savannas and grasslands <strong>Time period:</strong> 2002-2016 <strong>Methods:</strong> We explored the response of annual burned area to interannual variability in rainfall. We compared several linear models to understand how <em>fuel moisture </em>and <em>fuel build-up effect </em>(accumulated rainfall during 6 and 24 months prior to the end of the burning season respectively) determine the interannual variability of burned area and explore if tree cover, dry season duration and human activity modified these relationships. <strong>Results:</strong> Fuel and moisture controls on fire occurrence in tropical savannas varied across continents. Only 24% of South American savannas were <em>fuel build-up limited</em> against 61% of Australian savannas and 47% of African savannas. On average, South America switched from fuel limited to moisture limited at 500 mm yr<sup>-1</sup>, Africa at 800 mm yr<sup>-1</sup> and Australia at 1000 mm yr<sup>-1 </sup>of mean annual rainfall. <strong>Main conclusions:</strong> In 42% of tropical savannas (accounting for 41% of current area burned) increased drought and higher temperatures will not increase fire, but there are savannas, particularly in South America, that are likely to become more flammable with increasing temperatures. These findings highlight that we cannot transfer knowledge of fire responses to global change across ecosystems/regions – local solutions to local fire management issues are required, and different tropical savanna regions may show contrasting responses to the same drivers of global change.
DOI: 10.5281/zenodo.3538190
title: DATASET : Thresholds of fire response to moisture and fuel load differ between tropical savannas and grasslands across continents

description: <strong>Abstract </strong> <strong>Aim:</strong> An emerging framework for tropical ecosystems states that fire activity is either ‘<em>fuel build-up limited</em>’ or ‘<em>fuel moisture limited</em>’ i.e. as you move up along rainfall gradients, the major control on fire occurrence switches from being the amount of fuel, to the moisture content of the fuel. Here we used remotely sensed datasets to assess whether interannual variability of burned area is better explained by annual rainfall totals driving fuel build-up, or by dry season rainfall driving fuel moisture. <strong>Location:</strong> Pantropical savannas and grasslands <strong>Time period:</strong> 2002-2016 <strong>Methods:</strong> We explored the response of annual burned area to interannual variability in rainfall. We compared several linear models to understand how <em>fuel moisture </em>and <em>fuel build-up effect </em>(accumulated rainfall during 6 and 24 months prior to the end of the burning season respectively) determine the interannual variability of burned area and explore if tree cover, dry season duration and human activity modified these relationships. <strong>Results:</strong> Fuel and moisture controls on fire occurrence in tropical savannas varied across continents. Only 24% of South American savannas were <em>fuel build-up limited</em> against 61% of Australian savannas and 47% of African savannas. On average, South America switched from fuel limited to moisture limited at 500 mm yr<sup>-1</sup>, Africa at 800 mm yr<sup>-1</sup> and Australia at 1000 mm yr<sup>-1 </sup>of mean annual rainfall. <strong>Main conclusions:</strong> In 42% of tropical savannas (accounting for 41% of current area burned) increased drought and higher temperatures will not increase fire, but there are savannas, particularly in South America, that are likely to become more flammable with increasing temperatures. These findings highlight that we cannot transfer knowledge of fire responses to global change across ecosystems/regions – local solutions to local fire management issues are required, and different tropical savanna regions may show contrasting responses to the same drivers of global change.
DOI: 10.7910/dvn/1pgdm4/o2d2hj
title: bilat_hs2.rda

description: :unav
DOI: 10.7910/dvn/1pgdm4/zhbc5j
title: deflator.tab

description: The deflator used in the paper
DOI: 10.7910/dvn/1pgdm4/5xkole
title: wls_03_07_vs_10_14.tab

description: :unav
DOI: 10.7910/dvn/1pgdm4/any1im
title: macro_data_fig1-2_4.tab

description: :unav
DOI: 10.7910/dvn/1pgdm4/n8fldt
title: exports_harv_hs_red.csv.bz2

description: :unav
DOI: 10.7910/dvn/1pgdm4/qcpgl0
title: china_exports.csv.gz

description: :unav
DOI: 10.7910/dvn/1pgdm4/qgwr1z
title: fig_6_debt_data.tab

description: :unav
DOI: 10.7910/dvn/1pgdm4/rfdtdx
title: trade_gini_categories.csv.bz2

description: :unav
DOI: 10.7910/dvn/1pgdm4/rqdxm4
title: hs_2_stats.tab

description: :unav
DOI: 10.7910/dvn/1pgdm4/xz5b8g
title: harv_eci_ranking.tab

description: :unav
DOI: 10.5281/zenodo.3538553
title: Computational model results for "Uncertainties of Glacial Isostatic Adjustment model predictions in North America associated with 3D structure"

description: The mean GIA signals of RSL, u-dot and g-dot with 1σ, 2σ and 3σ uncertainties in North America.
DOI: 10.5281/zenodo.3538554
title: Computational model results for "Uncertainties of Glacial Isostatic Adjustment model predictions in North America associated with 3D structure"

description: The mean GIA signals of RSL, u-dot and g-dot with 1σ, 2σ and 3σ uncertainties in North America.
DOI: 10.5519/qd.mn1iz475
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.5519/qd.xur84zcv
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.7910/dvn/1pgdm4/beutuc
title: harv_hs.csv.bz2

description: :unav
DOI: 10.7910/dvn/1pgdm4/fsamgy
title: DisintegratingEurope-SupplementaryMaterial.pdf

description: The online appendix for the publication.
DOI: 10.7910/dvn/1pgdm4/gjfdjy
title: wls_95_99_vs_10_14.tab

description: :unav
DOI: 10.7910/dvn/1pgdm4/zzanbc
title: wls_95_99_vs_03_07.tab

description: :unav
DOI: 10.7910/dvn/lbcy15/cwmwm9
title: MoyesCL_MalariaVectors_Datasets.zip

description: Analysis-ready datasets in csv format
DOI: 10.7910/dvn/lbcy15/kflwos
title: MoyesCL_MalariaVectors_readme.txt

description: Reademe file - Dataset(s) usage notes
DOI: 10.7910/dvn/pjnovp/bbbbql
title: GRR_online_appendix.docx

description: Regression used for all graphs
DOI: 10.7910/dvn/pjnovp/eyusjv
title: Bonneau_Kanthak_GRR.tab

description: :unav
DOI: 10.23721/109/1506016
title: NCCDC_logs_zeek-20170413 (2017-04-13 to 2017-04-15)

description: This dataset is Zeek output from packet captures from the 2017 National Collegiate Cyber Defense Competition (nccdc.org). CCDC is a multi-day competition that specifically focuses on the operational aspects of managing and protecting an existing commercia" network infrastructure. Teams of undergraduate/graduate students are provided with a fully functional (but insecure) small business network they must secure; maintain; and defend against a live Red Team. Teams must also respond to business tasks called"inject" throughout the competition. Zeek is a popular network monitoring tool.
DOI: 10.6082/uchicago.2043
title: To Be Deleted After Test
DOI: 10.7910/dvn/1pgdm4/hibzi2
title: DisintegratingEurope-SupplementaryMaterial.pdf

description: The supplementary appendix.
DOI: 10.7910/dvn/pjnovp/n2cjow
title: Bonneau_Kanthak_GRR.do

description: :unav
DOI: 10.5281/zenodo.3538175
title: COMP6 (QCArchive View Formatted)

description: Data curated by the QCArchive team, originally sourced from https://github.com/isayev/COMP6. For more information, see http://qcarchive.molssi.org/apps/TODO.
DOI: 10.5281/zenodo.3538352
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Gardiner, Lauren, https://orcid.org/0000-0002-8843-0317. Claims were made on Bloodhound, https://bloodhound-tracker.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.3538353
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Gardiner, Lauren, https://orcid.org/0000-0002-8843-0317. Claims were made on Bloodhound, https://bloodhound-tracker.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.17632/wdpbmdk55p.1
title: Data for: New types of boulder accumulations in the hyper-arid Atacama Desert
DOI: 10.5519/qd.zob2omt5
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (89 records)
DOI: 10.14457/cu.the.2009.2104
title: Catalytic cracking of glycerol using metal-supported SBA-15

description: Mesoporous silica SBA-15 was synthesized by conventional hydrothermal method and using triblock P123 (poly(ethylene oxide)20–poly(propylene oxide)70–poly(ethylene oxide)20) copolymer as a structure directing agent with gel composition 1.00 TEOS : 1.65×10⁻² P123 : 6.95 HCl : 140 H₂O. The gel was crystallized at 100°C for 48 h. The Al-SBA-15 was synthesized by incorporated SBA- 15 with aluminium via post synthesis. Additionally, the Ni, Pt, Pd and Ru metal on supported SBA-15 were prepared by aqueous wet impregnation method. The synthesized materials were characterized by X-ray powder diffraction, nitrogen sorption analysis, inductively coupled plasma-atomic emission, solid state ²⁷Al-nuclear magnetic resonance, scanning electron microscopy and transmission electron microscopy. Then pure glycerol and glycerol waste were utilized as starting materials to test catalytic cracking activities of Al-SBA-15 and metal supported SBA-15 catalysts. Reaction parameters such as catalyst type, reaction temperature, starting material to catalyst ratio, particle size of metal and catalyst position will be study. The optimum glycerol waste cracking condition was set to reaction temperature of 650°C and 10 wt% of catalyst based on starting material. In order to solve a problem of recycling catalyst, the catalyst should be placed in vapor phase of starting material. Pd-SBA-15 was discovered to be a good catalyst for synthetic gas (CO) production. For distillated liquid product, Al-SBA-15 and Ru-SBA-15 gave a high yield of 2-cyclopropen-1-one and 2- propen-1-ol which were important intermediate in pharmaceutical and agricultural fields.
DOI: 10.17632/vr3th8y8c7.1
title: Data for: Glacial landscape and paleoglaciation in Terra Sabaea: Evidence for a 3.6 Ga polythermal plateau ice cap.

description: List of measured caracteristics on martian valleys