cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.4656222
title: M3 Yearly Dataset

description: This dataset contains 645 yearly time series used in the M3 forecasting competition. The series are belonging to 6 different domains: demographic, micro, macro, industry, finance and other.
description: {"references": ["Makridakis, S., Hibon, M., 2000. The m3-competition: results, conclusions and implications. International Journal of Forecasting 16 (4), 451\u2013476."]}
DOI: 10.5281/zenodo.3891436
title: M3 Yearly Dataset

description: This dataset contains 645 yearly time series used in the M3 forecasting competition. The series are belonging to 6 different domains: demographic, micro, macro, industry, finance and other.
description: {"references": ["Makridakis, S., Hibon, M., 2000. The m3-competition: results, conclusions and implications. International Journal of Forecasting 16 (4), 451\u2013476."]}
DOI: 10.15468/dktuar
title: Oratosquilla septemdentata n. sp. (Crustacea: Stomatopoda: Squillidae), a new species of deep water stomatopod from Halmahera, Indonesia

description: This dataset contains the digitized treatments in Plazi based on the original journal article Ahyong, Shane T. (1994): Oratosquilla septemdentata n. sp. (Crustacea: Stomatopoda: Squillidae), a new species of deep water stomatopod from Halmahera, Indonesia. Records of the Australian Museum 46 (1): 1-4, DOI: 10.3853/j.0067-1975.46.1994.14, URL: https://journals.australian.museum/ahyong-1994-rec-aust-mus-461-14/
DOI: 10.5281/zenodo.4656262
title: M3 Quarterly Dataset

description: This dataset contains 756 quarterly time series used in the M3 forecasting competition. The series are belonging to 5 different domains: demographic, micro, macro, industry and finance.
description: {"references": ["Makridakis, S., Hibon, M., 2000. The m3-competition: results, conclusions and implications. International Journal of Forecasting 16 (4), 451\u2013476."]}
DOI: 10.5281/zenodo.3891473
title: M3 Quarterly Dataset

description: This dataset contains 756 quarterly time series used in the M3 forecasting competition. The series are belonging to 5 different domains: demographic, micro, macro, industry and finance.
description: {"references": ["Makridakis, S., Hibon, M., 2000. The m3-competition: results, conclusions and implications. International Journal of Forecasting 16 (4), 451\u2013476."]}
DOI: 10.5281/zenodo.4656298
title: M3 Monthly Dataset

description: This dataset contains 1428 monthly time series used in the M3 forecasting competition. The series are belonging to 6 different domains: demographic, micro, macro, industry, finance and other.
description: {"references": ["Makridakis, S., Hibon, M., 2000. The m3-competition: results, conclusions and implications. International Journal of Forecasting 16 (4), 451\u2013476."]}
DOI: 10.5281/zenodo.3891571
title: M3 Monthly Dataset

description: This dataset contains 1428 monthly time series used in the M3 forecasting competition. The series are belonging to 6 different domains: demographic, micro, macro, industry, finance and other.
description: {"references": ["Makridakis, S., Hibon, M., 2000. The m3-competition: results, conclusions and implications. International Journal of Forecasting 16 (4), 451\u2013476."]}
DOI: 10.21227/a88e-0r46
title: Load forecasting

description: Submission 03 Febr
DOI: 10.5281/zenodo.4656335
title: M3 Other Dataset

description: This dataset contains 174 time series used in the M3 forecasting competition other than the yearly, monthly and quarterly time series. The series are belonging to 3 different domains: micro, finance and other.
description: {"references": ["Makridakis, S., Hibon, M., 2000. The m3-competition: results, conclusions and implications. International Journal of Forecasting 16 (4), 451\u2013476."]}
DOI: 10.5281/zenodo.3891583
title: M3 Other Dataset

description: This dataset contains 174 time series used in the M3 forecasting competition other than the yearly, monthly and quarterly time series. The series are belonging to 3 different domains: micro, finance and other.
description: {"references": ["Makridakis, S., Hibon, M., 2000. The m3-competition: results, conclusions and implications. International Journal of Forecasting 16 (4), 451\u2013476."]}
DOI: 10.5281/zenodo.4656379
title: M4 Yearly Dataset

description: This dataset contains 23000 yearly time series used in the M4 forecasting competition.
description: {"references": ["Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2020. The m4 competition: 100,000 time series and 61 forecasting methods. International Journal of Forecasting 36 (1), 54 \u2013 74.", "Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2018. The m4 competition: results, findings, conclusion and way forward, International Journal of Forecasting 34 (4), 802 \u2013 808."]}
DOI: 10.5281/zenodo.3891612
title: M4 Yearly Dataset

description: This dataset contains 23000 yearly time series used in the M4 forecasting competition.
description: {"references": ["Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2020. The m4 competition: 100,000 time series and 61 forecasting methods. International Journal of Forecasting 36 (1), 54 \u2013 74.", "Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2018. The m4 competition: results, findings, conclusion and way forward, International Journal of Forecasting 34 (4), 802 \u2013 808."]}
DOI: 10.5281/zenodo.4656410
title: M4 Quarterly Dataset

description: This dataset contains 24000 quarterly time series used in the M4 forecasting competition.
description: {"references": ["Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2018. The m4 competition: results, findings, conclusion and way forward, International Journal of Forecasting 34 (4), 802 \u2013 808.", "Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2020. The m4 competition: 100,000 time series and 61 forecasting methods. International Journal of Forecasting 36 (1), 54 \u2013 74."]}
DOI: 10.5281/zenodo.3892622
title: M4 Quarterly Dataset

description: This dataset contains 24000 quarterly time series used in the M4 forecasting competition.
description: {"references": ["Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2018. The m4 competition: results, findings, conclusion and way forward, International Journal of Forecasting 34 (4), 802 \u2013 808.", "Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2020. The m4 competition: 100,000 time series and 61 forecasting methods. International Journal of Forecasting 36 (1), 54 \u2013 74."]}
DOI: 10.5281/zenodo.4449847
title: Supporting data for: Low-cost drug discovery with engineered E. coli reveals an anti-mycobacterial activity of benazepril

description: Supporting data for Low-cost drug discovery with engineered E. coli reveals an anti-mycobacterial activity of benazepril The associated reference describes our work developing TESEC Mtb ALR, a genetically engineered strain of E. coli expressing the enzyme ALR derived from Mtb. We used the TESEC Mtb ALR strain in a high-throughput drug screen and identified benazepril as targeted inhibitor of the ALR enzyme. We then performed additional experiments to characterize the activity of benazepril against E. coli, Mtb and purified enzymes. These files include growth measurements, biochemical assays and other forms of biological data. They are packaged together with scripts used to analyze the data and present them in figures. Our goal in creating this archive was to present our complete analysis pipeline in the spirit of open science. It is not intended to be a stand-alone resource. Consult the associated manuscript for protocols, units of measurement and other essential technical context. Our scripts were written for Python 3.8. The raw data is presented as human-readable .csv files intended to be imported as Pandas DataFrames. Some data is also packaged as Python dictionaries saved with the Pickle package.
description: {"references": ["Bongaerts N et al. (2021) Low-cost drug discovery with engineered E. coli reveals an anti-mycobacterial activity of benazepril. bioRxiv 2021.03.26.437171. doi: https://doi.org/10.1101/2021.03.26.437171"]}
DOI: 10.15468/fb8t5s
title: A new genus and two new species of Cypridinidae (Crustacea: Ostracoda: Myodocopina) from Australia

description: This dataset contains the digitized treatments in Plazi based on the original journal article Parker, A. R. (1998): A new genus and two new species of Cypridinidae (Crustacea: Ostracoda: Myodocopina) from Australia. Records of the Australian Museum 50 (1): 1-17, DOI: 10.3853/j.0067-1975.50.1998.1271, URL: https://journals.australian.museum/parker-1998-rec-aust-mus-501-117/
DOI: 10.5281/zenodo.4656480
title: M4 Monthly Dataset

description: This dataset contains 48000 monthly time series used in the M4 forecasting competition. The series are belonging to 6 different domains: demographic, micro, macro, industry, finance and other.
description: {"references": ["Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2018. The m4 competition: results, findings, conclusion and way forward, International Journal of Forecasting 34 (4), 802 \u2013 808.", "Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2020. The m4 competition: 100,000 time series and 61 forecasting methods. International Journal of Forecasting 36 (1), 54 \u2013 74."]}
DOI: 10.5281/zenodo.3892634
title: M4 Monthly Dataset

description: This dataset contains 48000 monthly time series used in the M4 forecasting competition. The series are belonging to 6 different domains: demographic, micro, macro, industry, finance and other.
description: {"references": ["Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2018. The m4 competition: results, findings, conclusion and way forward, International Journal of Forecasting 34 (4), 802 \u2013 808.", "Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2020. The m4 competition: 100,000 time series and 61 forecasting methods. International Journal of Forecasting 36 (1), 54 \u2013 74."]}
DOI: 10.15468/nfpam7
title: A third species of Aatolana Bruce, 1993 (Crustacea: Isopoda: Cirolanidae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Keable, Stephen J. (1998): A third species of Aatolana Bruce, 1993 (Crustacea: Isopoda: Cirolanidae). Records of the Australian Museum 50 (1): 19-26, DOI: 10.3853/j.0067-1975.50.1998.1272, URL: https://journals.australian.museum/keable-1998-rec-aust-mus-501-1926/
DOI: 10.5281/zenodo.4656522
title: M4 Weekly Dataset

description: This dataset contains 359 weekly time series used in the M4 forecasting competition.
description: {"references": ["Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2018. The m4 competition: results, findings, conclusion and way forward, International Journal of Forecasting 34 (4), 802 \u2013 808.", "Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2020. The m4 competition: 100,000 time series and 61 forecasting methods. International Journal of Forecasting 36 (1), 54 \u2013 74."]}
DOI: 10.5281/zenodo.3892675
title: M4 Weekly Dataset

description: This dataset contains 359 weekly time series used in the M4 forecasting competition.
description: {"references": ["Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2018. The m4 competition: results, findings, conclusion and way forward, International Journal of Forecasting 34 (4), 802 \u2013 808.", "Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2020. The m4 competition: 100,000 time series and 61 forecasting methods. International Journal of Forecasting 36 (1), 54 \u2013 74."]}
DOI: 10.5281/zenodo.4656548
title: M4 Daily Dataset

description: This dataset contains 4227 daily time series used in the M4 forecasting competition.
description: {"references": ["Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2018. The m4 competition: results, findings, conclusion and way forward, International Journal of Forecasting 34 (4), 802 \u2013 808.", "Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2020. The m4 competition: 100,000 time series and 61 forecasting methods. International Journal of Forecasting 36 (1), 54 \u2013 74."]}
DOI: 10.5281/zenodo.3892688
title: M4 Daily Dataset

description: This dataset contains 4227 daily time series used in the M4 forecasting competition.
description: {"references": ["Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2018. The m4 competition: results, findings, conclusion and way forward, International Journal of Forecasting 34 (4), 802 \u2013 808.", "Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2020. The m4 competition: 100,000 time series and 61 forecasting methods. International Journal of Forecasting 36 (1), 54 \u2013 74."]}
DOI: 10.5281/zenodo.4656091
title: London Smart Meters Dataset (without Missing Values)

description: Kaggle London Smart Meters dataset contains 5560 half hourly time series that represent the energy consumption readings of London households in kilowatt hour (kWh) from November 2011 to February 2014. The original dataset contains missing values. They have been replaced by carrying forward the corresponding last observations (LOCF method).
description: {"references": ["Kaggle, 2019. Smart meter data from london area. URL https://www.kaggle.com/jeanmidev/smart-meters-in-london"]}
DOI: 10.5281/zenodo.3893388
title: London Smart Meters Dataset (without Missing Values)

description: Kaggle London Smart Meters dataset contains 5560 half hourly time series that represent the energy consumption readings of London households in kilowatt hour (kWh) from November 2011 to February 2014. The original dataset contains missing values. They have been replaced by carrying forward the corresponding last observations (LOCF method).
description: {"references": ["Kaggle, 2019. Smart meter data from london area. URL https://www.kaggle.com/jeanmidev/smart-meters-in-london"]}
DOI: 10.5281/zenodo.4656589
title: M4 Hourly Dataset

description: This dataset contains 414 hourly time series used in the M4 forecasting competition.
description: {"references": ["Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2018. The m4 competition: results, findings, conclusion and way forward, International Journal of Forecasting 34 (4), 802 \u2013 808.", "Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2020. The m4 competition: 100,000 time series and 61 forecasting methods. International Journal of Forecasting 36 (1), 54 \u2013 74."]}
DOI: 10.5281/zenodo.3892720
title: M4 Hourly Dataset

description: This dataset contains 414 hourly time series used in the M4 forecasting competition.
description: {"references": ["Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2018. The m4 competition: results, findings, conclusion and way forward, International Journal of Forecasting 34 (4), 802 \u2013 808.", "Makridakis, S., Spiliotis, E., Assimakopoulos, V., 2020. The m4 competition: 100,000 time series and 61 forecasting methods. International Journal of Forecasting 36 (1), 54 \u2013 74."]}
DOI: 10.5281/zenodo.4315419
title: DNA methylation following long-term pulmonary multi-walled carbon nanotubes exposure in mice

description: Whole Genome Bisulphite Sequencing (WGBS) experiment to assess DNA methylation patterns in mice lungs 56 days after exposure to Multi-Walled Carbon NanoTubes (MWCNTs). The doses of MWCNTs used in this experiment were 0, 40 or 80 μg/mouse. In this record, we provide WGBS coverage files along with bedgraph files.
DOI: 10.5281/zenodo.4315418
title: DNA methylation following long-term pulmonary multi-walled carbon nanotubes exposure in mice

description: Whole Genome Bisulphite Sequencing (WGBS) experiment to assess DNA methylation patterns in mice lungs 56 days after exposure to Multi-Walled Carbon NanoTubes (MWCNTs). The doses of MWCNTs used in this experiment were 0, 40 or 80 μg/mouse. In this record, we provide WGBS coverage files along with bedgraph files.
DOI: 10.5281/zenodo.4656626
title: Melbourne Pedestrian Counts Dataset

description: This dataset contains hourly pedestrian counts captured from 66 sensors in Melbourne city starting from May 2009. The original dataset is regularly updated when a new set of observations become available. The dataset uploaded here contains pedestrian counts up to 2020-04-30.
description: {"references": ["City of Melbourne, 2017. Pedestrian counting system \u2013 2009 to present (counts per hour). URL https://data.melbourne.vic.gov.au/Transport/Pedestrian-Counting-System-2009-to-Present-counts-/b2ak-trbp"]}
DOI: 10.5281/zenodo.3892748
title: Melbourne Pedestrian Counts Dataset

description: This dataset contains hourly pedestrian counts captured from 66 sensors in Melbourne city starting from May 2009. The original dataset is regularly updated when a new set of observations become available. The dataset uploaded here contains pedestrian counts up to 2020-04-30.
description: {"references": ["City of Melbourne, 2017. Pedestrian counting system \u2013 2009 to present (counts per hour). URL https://data.melbourne.vic.gov.au/Transport/Pedestrian-Counting-System-2009-to-Present-counts-/b2ak-trbp"]}
DOI: 10.5281/zenodo.4574158
title: Investigating magma ocean solidification on Earth through laser-heated diamond anvil cell experiments

description: analytical data published in GRL paper
DOI: 10.6084/m9.figshare.14354584
title: Petrogenesis of a calc-alkaline lamprophyre (minette) from Thanewasna, western Bastar craton, Central India: Insights from mineral, bulk rock and <i>in situ</i> trace element geochemistry

description: . Representative electron microprobe analyses of feldspar from the Thanewasna lamprophyre, cations calculated based on different oxygen.
DOI: 10.6084/m9.figshare.14354581
title: Petrogenesis of a calc-alkaline lamprophyre (minette) from Thanewasna, western Bastar craton, Central India: Insights from mineral, bulk rock and <i>in situ</i> trace element geochemistry

description: Representative electron microprobe analyses of amphibole from the Thanewasna lamprophyre, cations calculated based on different oxygen.
DOI: 10.6084/m9.figshare.14354584.v1
title: Petrogenesis of a calc-alkaline lamprophyre (minette) from Thanewasna, western Bastar craton, Central India: Insights from mineral, bulk rock and <i>in situ</i> trace element geochemistry

description: . Representative electron microprobe analyses of feldspar from the Thanewasna lamprophyre, cations calculated based on different oxygen.
DOI: 10.6084/m9.figshare.14354587
title: Petrogenesis of a calc-alkaline lamprophyre (minette) from Thanewasna, western Bastar craton, Central India: Insights from mineral, bulk rock and <i>in situ</i> trace element geochemistry

description: Representative electron microprobe analyses of clinopyroxene from the Thanewasna lamprophyre, cations calculated based on different oxygen.
DOI: 10.6084/m9.figshare.14354590
title: Petrogenesis of a calc-alkaline lamprophyre (minette) from Thanewasna, western Bastar craton, Central India: Insights from mineral, bulk rock and <i>in situ</i> trace element geochemistry

description: Representative electron microprobe analyses of biotite from the Thanewasna lamprophyre, cations calculated based on different oxygen.
DOI: 10.6084/m9.figshare.14354593.v1
title: Petrogenesis of a calc-alkaline lamprophyre (minette) from Thanewasna, western Bastar craton, Central India: Insights from mineral, bulk rock and <i>in situ</i> trace element geochemistry

description: Representative electron microprobe analyses of chlorite from the Thanewasna lamprophyre, cations calculated based on different oxygen.
DOI: 10.6084/m9.figshare.14354587.v1
title: Petrogenesis of a calc-alkaline lamprophyre (minette) from Thanewasna, western Bastar craton, Central India: Insights from mineral, bulk rock and <i>in situ</i> trace element geochemistry

description: Representative electron microprobe analyses of clinopyroxene from the Thanewasna lamprophyre, cations calculated based on different oxygen.
DOI: 10.6084/m9.figshare.14354590.v1
title: Petrogenesis of a calc-alkaline lamprophyre (minette) from Thanewasna, western Bastar craton, Central India: Insights from mineral, bulk rock and <i>in situ</i> trace element geochemistry

description: Representative electron microprobe analyses of biotite from the Thanewasna lamprophyre, cations calculated based on different oxygen.
DOI: 10.6084/m9.figshare.14354581.v1
title: Petrogenesis of a calc-alkaline lamprophyre (minette) from Thanewasna, western Bastar craton, Central India: Insights from mineral, bulk rock and <i>in situ</i> trace element geochemistry

description: Representative electron microprobe analyses of amphibole from the Thanewasna lamprophyre, cations calculated based on different oxygen.
DOI: 10.6084/m9.figshare.14354593
title: Petrogenesis of a calc-alkaline lamprophyre (minette) from Thanewasna, western Bastar craton, Central India: Insights from mineral, bulk rock and <i>in situ</i> trace element geochemistry

description: Representative electron microprobe analyses of chlorite from the Thanewasna lamprophyre, cations calculated based on different oxygen.
DOI: 10.5281/zenodo.4656719
title: KDD Cup Dataset (with Missing Values)

description: This dataset was used in the KDD Cup 2018 forecasting competition. It contains long hourly time series representing the air quality levels in 59 stations in 2 cities: Beijing (35 stations) and London (24 stations) from 01/01/2017 to 31/03/2018. The air quality level is represented in multiple measurements such as PM2.5, PM10, NO2, CO, O3 and SO2. The dataset uploaded here contains 270 hourly time series which have been categorized using city, station name and air quality measurement.
description: {"references": ["Kdd cup 2018. URL https://www.kdd.org/kdd2018/kdd-cup"]}
DOI: 10.6084/m9.figshare.14354602.v1
title: Code for ensemble and scenario reduction from The energy distance for ensemble and scenario reduction

description: Code for ensemble and scenario reduction
DOI: 10.6084/m9.figshare.14354608.v1
title: Dataset S1 (separate file). from Evolutionary simulations clarify and reconcile biodiversity-disturbance models

description: Raw data from experiment 1.
DOI: 10.6084/m9.figshare.14354614.v1
title: Dataset S3 (separate file). from Evolutionary simulations clarify and reconcile biodiversity-disturbance models

description: Raw data from experiment 3.
DOI: 10.6084/m9.figshare.14354602
title: Code for ensemble and scenario reduction from The energy distance for ensemble and scenario reduction

description: Code for ensemble and scenario reduction
DOI: 10.6084/m9.figshare.14354608
title: Dataset S1 (separate file). from Evolutionary simulations clarify and reconcile biodiversity-disturbance models

description: Raw data from experiment 1.
DOI: 10.6084/m9.figshare.14354620.v1
title: Dataset S2 (separate file). from Evolutionary simulations clarify and reconcile biodiversity-disturbance models

description: Raw data from experiment 2.
DOI: 10.6084/m9.figshare.14354626
title: Dataset S4 (separate file). from Evolutionary simulations clarify and reconcile biodiversity-disturbance models

description: Raw data from the analysis of species survival duration.
DOI: 10.6084/m9.figshare.14354626.v1
title: Dataset S4 (separate file). from Evolutionary simulations clarify and reconcile biodiversity-disturbance models

description: Raw data from the analysis of species survival duration.
DOI: 10.5281/zenodo.3893503
title: KDD Cup Dataset (with Missing Values)

description: This dataset was used in the KDD Cup 2018 forecasting competition. It contains long hourly time series representing the air quality levels in 59 stations in 2 cities: Beijing (35 stations) and London (24 stations) from 01/01/2017 to 31/03/2018. The air quality level is represented in multiple measurements such as PM2.5, PM10, NO2, CO, O3 and SO2. The dataset uploaded here contains 270 hourly time series which have been categorized using city, station name and air quality measurement.
description: {"references": ["Kdd cup 2018. URL https://www.kdd.org/kdd2018/kdd-cup"]}
DOI: 10.6084/m9.figshare.14354620
title: Dataset S2 (separate file). from Evolutionary simulations clarify and reconcile biodiversity-disturbance models

description: Raw data from experiment 2.