cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.8116079.v4
title: How fast is Australia's broadband (vs OECD) - 2018?

description: This data compares Australia's performance in broadband against the other 30 OECD nations (at Dec 2018). A graph ordered by count of subs over 100Mbps puts Australia in the bottom two (since we have no over 100Mbps at Dec 2018).<br>Version: 4. Uploaded cleaned up Graph, with better legible x-axis. Countries marked with * are Australia's Top 10 Trading Partners - exports, imports.3. (Jan 2020) - adds China, Singapore who are non-OECD, and Australia 2009 (Source ABS 8153.00).Add filter, to allow comparing - all OECD (plus China, Singapore), filter = 1 (top 10 AU trading Partners), filter = 2 (AU 2009, 2018, post build NBN). Added slower speed for AU 2009.China estimate of slower speeds, based on s-curve take-up of high speed, see CNNIC Report (linked below). Singapore data - source to add.<br> A calc of weighted average puts Australia in the bottom 3 of 30 OECD countries, just ahead of Colombia and Mexico, behind Chile, Turkey and Austria.<br>ERRATA; Noted calc error in V2 of average speed. Corrected in V3.<br><br>OECD data available at: OECD Broadband Portalhttps://oecd.org/sti/broadband/5.1-FixedBB-SpeedTiers-2018-06.xls<br>NB: OECD should be an author of this dataset, but Figshare currently doesn't allow OECD to be included as an author, since they are not a known author in the Figshare system. Please cite as Ferrers, R, and OECD (2019). Title etc...<br>Counts are measured in subscriptions per hundred people.<br>SPEEDS&gt;1.5/2 Mbps (megabits per second)&gt;10 Mbps&gt;25/30 Mbps&gt;100 Mbps<br>The categories seem to mean;1.5 - 10Mbps | 10-30Mbps | 30-100Mbps | &gt;100Mbps. A graph aggregates to three categories; slow (Under 30mbps), medium, 30-100 mbps) and fast (&gt;100 mbps)<br>This data is a response to the NBN sponsored report from Alpha Beta suggesting Australia is 19 / 37 countries and ahead of Germany, France and China. NBN report at: https://nbn.tm/Speed-Check<br>Based on Dec 2018 #OECD DATA of internet speeds as reported by each of 30 countries - AU is at the bottom end of speeds, one of the few to report 0% over 100mbps eg France 5 subs/100 ppl over 100mbps; Germany 6; Spain 9, US 9; Canada 10. #nbn<br><br>Calculation of weighted average speed of broadband users puts Australia 32 / 34 countries at 7mbps. Impacted by large number of under 25mbps services (27/33).<br>
DOI: 10.6084/m9.figshare.8116079.v5
title: How fast is Australia's broadband (vs OECD) - 2018?

description: This data compares Australia's performance in broadband against the other 30 OECD nations (at Dec 2018). A graph ordered by count of subs over 100Mbps puts Australia in the bottom two (since we have no over 100Mbps at Dec 2018).<br>Version: 4/5. Uploaded cleaned up Graph, with better legible x-axis. Countries marked with * are Australia's Top 10 Trading Partners - exports, imports.3. (Jan 2020) - adds China, Singapore who are non-OECD, and Australia 2009 (Source ABS 8153.00).Add filter, to allow comparing - all OECD (plus China, Singapore), filter = 1 (top 10 AU trading Partners), filter = 2 (AU 2009, 2018, post build NBN). Added slower speed for AU 2009.China estimate of slower speeds, based on s-curve take-up of high speed, see CNNIC Report (linked below). Singapore data - source to add.<br> A calc of weighted average puts Australia in the bottom 3 of 30 OECD countries, just ahead of Colombia and Mexico, behind Chile, Turkey and Austria.<br>ERRATA; Noted calc error in V2 of average speed. Corrected in V3.<br><br>OECD data available at: OECD Broadband Portalhttps://oecd.org/sti/broadband/5.1-FixedBB-SpeedTiers-2018-06.xls<br>NB: OECD should be an author of this dataset, but Figshare currently doesn't allow OECD to be included as an author, since they are not a known author in the Figshare system. Please cite as Ferrers, R, and OECD (2019). Title etc...<br>Counts are measured in subscriptions per hundred people.<br>SPEEDS&gt;1.5/2 Mbps (megabits per second)&gt;10 Mbps&gt;25/30 Mbps&gt;100 Mbps<br>The categories seem to mean;1.5 - 10Mbps | 10-30Mbps | 30-100Mbps | &gt;100Mbps. A graph aggregates to three categories; slow (Under 30mbps), medium, 30-100 mbps) and fast (&gt;100 mbps)<br>This data is a response to the NBN sponsored report from Alpha Beta suggesting Australia is 19 / 37 countries and ahead of Germany, France and China. NBN report at: https://nbn.tm/Speed-Check<br>Based on Dec 2018 #OECD DATA of internet speeds as reported by each of 30 countries - AU is at the bottom end of speeds, one of the few to report 0% over 100mbps eg France 5 subs/100 ppl over 100mbps; Germany 6; Spain 9, US 9; Canada 10. #nbn<br><br>Calculation of weighted average speed of broadband users puts Australia 32 / 34 countries at 7mbps. Impacted by large number of under 25mbps services (27/33).<br>
DOI: 10.6084/m9.figshare.8116079.v6
title: How fast is Australia's broadband (vs OECD) - 2018?

description: This data compares Australia's performance in broadband against the other 30 OECD nations (at Dec 2018). A graph ordered by count of subs over 100Mbps puts Australia in the bottom two (since we have no over 100Mbps at Dec 2018).<br>Version: 6. Added pdf of Submission (Sub_016_RF.pdf) to Inquiry into NBN, and link to published submission. (Appendix 1 links not working). A separate Appendix 1 with working links now attached.4/5. Uploaded cleaned up Graph, with better legible x-axis. Countries marked with * are Australia's Top 10 Trading Partners - exports, imports.3. (Jan 2020) - adds China, Singapore who are non-OECD, and Australia 2009 (Source ABS 8153.00).Add filter, to allow comparing - all OECD (plus China, Singapore), filter = 1 (top 10 AU trading Partners), filter = 2 (AU 2009, 2018, post build NBN). Added slower speed for AU 2009.China estimate of slower speeds, based on s-curve take-up of high speed, see CNNIC Report (linked below). Singapore data - source to add.<br> A calc of weighted average puts Australia in the bottom 3 of 30 OECD countries, just ahead of Colombia and Mexico, behind Chile, Turkey and Austria.<br>ERRATA; Noted calc error in V2 of average speed. Corrected in V3.<br><br>OECD data available at: OECD Broadband Portalhttps://oecd.org/sti/broadband/5.1-FixedBB-SpeedTiers-2018-06.xls<br>NB: OECD should be an author of this dataset, but Figshare currently doesn't allow OECD to be included as an author, since they are not a known author in the Figshare system. Please cite as Ferrers, R, and OECD (2019). Title etc...<br>Counts are measured in subscriptions per hundred people.<br>SPEEDS&gt;1.5/2 Mbps (megabits per second)&gt;10 Mbps&gt;25/30 Mbps&gt;100 Mbps<br>The categories seem to mean;1.5 - 10Mbps | 10-30Mbps | 30-100Mbps | &gt;100Mbps. A graph aggregates to three categories; slow (Under 30mbps), medium, 30-100 mbps) and fast (&gt;100 mbps)<br>This data is a response to the NBN sponsored report from Alpha Beta suggesting Australia is 19 / 37 countries and ahead of Germany, France and China. NBN report at: https://nbn.tm/Speed-Check<br>Based on Dec 2018 #OECD DATA of internet speeds as reported by each of 30 countries - AU is at the bottom end of speeds, one of the few to report 0% over 100mbps eg France 5 subs/100 ppl over 100mbps; Germany 6; Spain 9, US 9; Canada 10. #nbn<br><br>Calculation of weighted average speed of broadband users puts Australia 32 / 34 countries at 7mbps. Impacted by large number of under 25mbps services (27/33).<br>
DOI: 10.6084/m9.figshare.8116079.v7
title: How fast is Australia's broadband (vs OECD) - 2018?

description: This data compares Australia's performance in broadband against the other 30 OECD nations (at Dec 2018). A graph ordered by count of subs over 100Mbps puts Australia in the bottom two (since we have no over 100Mbps at Dec 2018).<br>A presentation titled; "Maximising the Value of the NBN; comparing our NBN to Australia's Top 10 Trading Partners and the OECD", attached for presentation 25 Feb 2020, Telsoc event (link added). Event Title: NBN Futures Forum - Learning from International Experience (Description added). Melbourne.<br><br>Version: 7. Seminar 25/2/20 (link added); Slides Draft v1, v2 slides added (pdf).6. Added pdf of Submission (Sub_016_RF.pdf) to Inquiry into NBN, and link to published submission. (Appendix 1 links not working). A separate Appendix 1 with working links now attached.4/5. Uploaded cleaned up Graph, with better legible x-axis. Countries marked with * are Australia's Top 10 Trading Partners - exports, imports.3. (Jan 2020) - adds China, Singapore who are non-OECD, and Australia 2009 (Source ABS 8153.00).Add filter, to allow comparing - all OECD (plus China, Singapore), filter = 1 (top 10 AU trading Partners), filter = 2 (AU 2009, 2018, post build NBN). Added slower speed for AU 2009.China estimate of slower speeds, based on s-curve take-up of high speed, see CNNIC Report (linked below). Singapore data - source to add.<br> A calc of weighted average puts Australia in the bottom 3 of 30 OECD countries, just ahead of Colombia and Mexico, behind Chile, Turkey and Austria.<br>ERRATA; Noted calc error in V2 of average speed. Corrected in V3.<br><br>OECD data available at: OECD Broadband Portalhttps://oecd.org/sti/broadband/5.1-FixedBB-SpeedTiers-2018-06.xls<br>NB: OECD should be an author of this dataset, but Figshare currently doesn't allow OECD to be included as an author, since they are not a known author in the Figshare system. Please cite as Ferrers, R, and OECD (2019). Title etc...<br>Counts are measured in subscriptions per hundred people.<br>SPEEDS&gt;1.5/2 Mbps (megabits per second)&gt;10 Mbps&gt;25/30 Mbps&gt;100 Mbps<br>The categories seem to mean;1.5 - 10Mbps | 10-30Mbps | 30-100Mbps | &gt;100Mbps. A graph aggregates to three categories; slow (Under 30mbps), medium, 30-100 mbps) and fast (&gt;100 mbps)<br>This data is a response to the NBN sponsored report from Alpha Beta suggesting Australia is 19 / 37 countries and ahead of Germany, France and China. NBN report at: https://nbn.tm/Speed-Check<br>Based on Dec 2018 #OECD DATA of internet speeds as reported by each of 30 countries - AU is at the bottom end of speeds, one of the few to report 0% over 100mbps eg France 5 subs/100 ppl over 100mbps; Germany 6; Spain 9, US 9; Canada 10. #nbn<br><br>Calculation of weighted average speed of broadband users puts Australia 32 / 34 countries at 7mbps. Impacted by large number of under 25mbps services (27/33).<br>
DOI: 10.6084/m9.figshare.8116079.v8
title: How fast is Australia's broadband (vs OECD) - 2018?

description: This data compares Australia's performance in broadband against the other 30 OECD nations (at Dec 2018). A graph ordered by count of subs over 100Mbps puts Australia in the bottom two (since we have no over 100Mbps at Dec 2018).<br>A presentation titled; "Maximising the Value of the NBN; comparing our NBN to Australia's Top 10 Trading Partners and the OECD", attached for presentation 25 Feb 2020, Telsoc event (link added). Event Title: NBN Futures Forum - Learning from International Experience (Description added). Melbourne.<br><br>Version: 8. Draft v3 of slides (18.2.20).7. Seminar 25/2/20 (link added); Slides Draft v1, v2 slides added (pdf).6. Added pdf of Submission (Sub_016_RF.pdf) to Inquiry into NBN, and link to published submission. (Appendix 1 links not working). A separate Appendix 1 with working links now attached.4/5. Uploaded cleaned up Graph, with better legible x-axis. Countries marked with * are Australia's Top 10 Trading Partners - exports, imports.3. (Jan 2020) - adds China, Singapore who are non-OECD, and Australia 2009 (Source ABS 8153.00).Add filter, to allow comparing - all OECD (plus China, Singapore), filter = 1 (top 10 AU trading Partners), filter = 2 (AU 2009, 2018, post build NBN). Added slower speed for AU 2009.China estimate of slower speeds, based on s-curve take-up of high speed, see CNNIC Report (linked below). Singapore data - source to add.<br> A calc of weighted average puts Australia in the bottom 3 of 30 OECD countries, just ahead of Colombia and Mexico, behind Chile, Turkey and Austria.<br>ERRATA; Noted calc error in V2 of average speed. Corrected in V3.<br><br>OECD data available at: OECD Broadband Portalhttps://oecd.org/sti/broadband/5.1-FixedBB-SpeedTiers-2018-06.xls<br>NB: OECD should be an author of this dataset, but Figshare currently doesn't allow OECD to be included as an author, since they are not a known author in the Figshare system. Please cite as Ferrers, R, and OECD (2019). Title etc...<br>Counts are measured in subscriptions per hundred people.<br>SPEEDS&gt;1.5/2 Mbps (megabits per second)&gt;10 Mbps&gt;25/30 Mbps&gt;100 Mbps<br>The categories seem to mean;1.5 - 10Mbps | 10-30Mbps | 30-100Mbps | &gt;100Mbps. A graph aggregates to three categories; slow (Under 30mbps), medium, 30-100 mbps) and fast (&gt;100 mbps)<br>This data is a response to the NBN sponsored report from Alpha Beta suggesting Australia is 19 / 37 countries and ahead of Germany, France and China. NBN report at: https://nbn.tm/Speed-Check<br>Based on Dec 2018 #OECD DATA of internet speeds as reported by each of 30 countries - AU is at the bottom end of speeds, one of the few to report 0% over 100mbps eg France 5 subs/100 ppl over 100mbps; Germany 6; Spain 9, US 9; Canada 10. #nbn<br><br>Calculation of weighted average speed of broadband users puts Australia 32 / 34 countries at 7mbps. Impacted by large number of under 25mbps services (27/33).<br>
DOI: 10.6084/m9.figshare.8116079.v9
title: How fast is Australia's broadband (vs OECD) - 2018?

description: This data compares Australia's performance in broadband against the other 30 OECD nations (at Dec 2018). A graph ordered by count of subs over 100Mbps puts Australia in the bottom two (since we have no over 100Mbps at Dec 2018).<br>A presentation titled; "Maximising the Value of the NBN; comparing our NBN to Australia's Top 10 Trading Partners and the OECD", attached for presentation 25 Feb 2020, Telsoc event (link added). Event Title: NBN Futures Forum - Learning from International Experience (Description added). Melbourne.<br><br>Version: 8. Draft v3 of slides (18.2.20).7. Seminar 25/2/20 (link added); Slides Draft v1, v2 slides added (pdf).6. Added pdf of Submission (Sub_016_RF.pdf) to Inquiry into NBN, and link to published submission. (Appendix 1 links not working). A separate Appendix 1 with working links now attached.4/5. Uploaded cleaned up Graph, with better legible x-axis. Countries marked with * are Australia's Top 10 Trading Partners - exports, imports.3. (Jan 2020) - adds China, Singapore who are non-OECD, and Australia 2009 (Source ABS 8153.00).Add filter, to allow comparing - all OECD (plus China, Singapore), filter = 1 (top 10 AU trading Partners), filter = 2 (AU 2009, 2018, post build NBN). Added slower speed for AU 2009.China estimate of slower speeds, based on s-curve take-up of high speed, see CNNIC Report (linked below). Singapore data - source to add.<br> A calc of weighted average puts Australia in the bottom 3 of 30 OECD countries, just ahead of Colombia and Mexico, behind Chile, Turkey and Austria.<br>ERRATA; Noted calc error in V2 of average speed. Corrected in V3.<br><br>OECD data available at: OECD Broadband Portalhttps://oecd.org/sti/broadband/5.1-FixedBB-SpeedTiers-2018-06.xls<br>NB: OECD should be an author of this dataset, but Figshare currently doesn't allow OECD to be included as an author, since they are not a known author in the Figshare system. Please cite as Ferrers, R, and OECD (2019). Title etc...<br>Counts are measured in subscriptions per hundred people.<br>SPEEDS&gt;1.5/2 Mbps (megabits per second)&gt;10 Mbps&gt;25/30 Mbps&gt;100 Mbps<br>The categories seem to mean;1.5 - 10Mbps | 10-30Mbps | 30-100Mbps | &gt;100Mbps. A graph aggregates to three categories; slow (Under 30mbps), medium, 30-100 mbps) and fast (&gt;100 mbps)<br>This data is a response to the NBN sponsored report from Alpha Beta suggesting Australia is 19 / 37 countries and ahead of Germany, France and China. NBN report at: https://nbn.tm/Speed-Check<br>Based on Dec 2018 #OECD DATA of internet speeds as reported by each of 30 countries - AU is at the bottom end of speeds, one of the few to report 0% over 100mbps eg France 5 subs/100 ppl over 100mbps; Germany 6; Spain 9, US 9; Canada 10. #nbn<br><br>Calculation of weighted average speed of broadband users puts Australia 32 / 34 countries at 7mbps. Impacted by large number of under 25mbps services (27/33).<br>
DOI: 10.6084/m9.figshare.8116079.v10
title: How fast is Australia's broadband (vs OECD) - 2018?

description: This data compares Australia's performance in broadband against the other 30 OECD nations (at Dec 2018). A graph ordered by count of subs over 100Mbps puts Australia in the bottom two (since we have no over 100Mbps at Dec 2018).<br>A presentation titled; "Maximising the Value of the NBN; comparing our NBN to Australia's Top 10 Trading Partners and the OECD", attached for presentation 25 Feb 2020, Telsoc event (link added). Event Title: NBN Futures Forum - Learning from International Experience (Description added). Melbourne.<br><br>Version: 10.FINAL slides loaded (24.2.20)9. Added OECD as Author.8. Draft v3 of slides (18.2.20).7. Seminar 25/2/20 (link added); Slides Draft v1, v2 slides added (pdf).6. Added pdf of Submission (Sub_016_RF.pdf) to Inquiry into NBN, and link to published submission. (Appendix 1 links not working). A separate Appendix 1 with working links now attached.4/5. Uploaded cleaned up Graph, with better legible x-axis. Countries marked with * are Australia's Top 10 Trading Partners - exports, imports.3. (Jan 2020) - adds China, Singapore who are non-OECD, and Australia 2009 (Source ABS 8153.00).Add filter, to allow comparing - all OECD (plus China, Singapore), filter = 1 (top 10 AU trading Partners), filter = 2 (AU 2009, 2018, post build NBN). Added slower speed for AU 2009.China estimate of slower speeds, based on s-curve take-up of high speed, see CNNIC Report (linked below). Singapore data - source to add.<br> A calc of weighted average puts Australia in the bottom 3 of 30 OECD countries, just ahead of Colombia and Mexico, behind Chile, Turkey and Austria.<br>ERRATA;Noted China User count error is slowest speed - to amend. Noted calc error in V2 of average speed. Corrected in V3.<br><br>OECD data available at: OECD Broadband Portalhttps://oecd.org/sti/broadband/5.1-FixedBB-SpeedTiers-2018-06.xls<br>NB: OECD should be an author of this dataset, but Figshare currently doesn't allow OECD to be included as an author, since they are not a known author in the Figshare system. Please cite as Ferrers, R, and OECD (2019). Title etc...<br>Counts are measured in subscriptions per hundred people.<br>SPEEDS&gt;1.5/2 Mbps (megabits per second)&gt;10 Mbps&gt;25/30 Mbps&gt;100 Mbps<br>The categories seem to mean;1.5 - 10Mbps | 10-30Mbps | 30-100Mbps | &gt;100Mbps. A graph aggregates to three categories; slow (Under 30mbps), medium, 30-100 mbps) and fast (&gt;100 mbps)<br>This data is a response to the NBN sponsored report from Alpha Beta suggesting Australia is 19 / 37 countries and ahead of Germany, France and China. NBN report at: https://nbn.tm/Speed-Check<br>Based on Dec 2018 #OECD DATA of internet speeds as reported by each of 30 countries - AU is at the bottom end of speeds, one of the few to report 0% over 100mbps eg France 5 subs/100 ppl over 100mbps; Germany 6; Spain 9, US 9; Canada 10. #nbn<br><br>Calculation of weighted average speed of broadband users puts Australia 32 / 34 countries at 7mbps. Impacted by large number of under 25mbps services (27/33).<br>
DOI: 10.6084/m9.figshare.8116076
title: 33Grapes.Total.SNP.final.chr01.vcf.gz

description: Candidate SNP variants detected by analysis of genome resequencing data from 33 grape accessions
DOI: 10.6084/m9.figshare.8116076.v1
title: 33Grapes.Total.SNP.final.chr01.vcf.gz

description: Candidate SNP variants detected by analysis of genome resequencing data from 33 grape accessions
DOI: 10.6084/m9.figshare.8116043
title: Bladder Whole Slide Dataset

description: Dataset for the paper "Pathologist-level Interpretable Whole-slide Cancer Diagnosis with Deep Learning", which includes bladder slides and accompanied annotations, as well as cropped patches with report and diagnosis.<br>Due to the large size of whole slides, we shared the data through a shared storage.<br><b>Please fill the form linked above to get the download link</b><br><br>Please cite our paper if you use the data.<br><br>
DOI: 10.6084/m9.figshare.8116040
title: 33Grapes.Total.SNP.final.chr00.vcf.gz

description: Candidate SNP variants detected by analysis of genome resequencing data from 33 grape accessions
DOI: 10.6084/m9.figshare.8116040.v2
title: 33Grapes.Total.SNP.final.chr00.vcf.gz

description: Candidate SNP variants detected by analysis of genome resequencing data from 33 grape accessions
DOI: 10.6084/m9.figshare.8116040.v1
title: 33Grapes.Total.SNP.final.chr00.vcf.gz

description: Candidate SNP variants detected by analysis of genome resequencing data from 33 grape accessions
DOI: 10.6084/m9.figshare.12871547
title: SuppTab1

description: Top loadings for PC1, PC2 and PC3 from the PCA analysis of the 1490 protein abundances of 96 stickleback from four populations inhabiting different environements.
DOI: 10.6084/m9.figshare.12871547.v3
title: SuppTab1

description: Top loadings for PC1, PC2 and PC3 from the PCA analysis of the 1490 protein abundances of 96 stickleback from four populations inhabiting different environements.
DOI: 10.6084/m9.figshare.12871547.v2
title: SuppTab1.docx

description: Top loadings for PC1, PC2 and PC3 from the PCA analysis of the 1490 protein abundances of 96 stickleback from four populations inhabiting different environements.
DOI: 10.6084/m9.figshare.8115995
title: Interventions for undergraduate and postgraduate medical learners with academic difficulties: A BEME systematic review: BEME Guide No. 56

description: <b>Background:</b> Clinical teachers often struggle to report unsatisfactory trainee performance, partly because of a lack of evidence-based remediation options. <b>Objectives:</b> To identify interventions for undergraduate (UG) and postgraduate (PG) medical learners experiencing academic difficulties, link them to a theory-based framework and provide literature-based recommendations around their use. <b>Methods:</b> This systematic review searched MEDLINE, CINAHL, EMBASE, ERIC, Education Source and PsycINFO (1990–2016) combining these concepts: medical education, professional competence/difficulty and educational support. Original research/innovation reports describing intervention(s) for UG/PG medical learners with academic difficulties were included. Data extraction employed Michie’s Behavior Change Techniques (BCT) Taxonomy and program evaluation models from Stufflebeam and Kirkpatrick. Quality appraisal used the Mixed Methods Appraisal Tool (MMAT). The authors synthesized extracted evidence by adapting the GRADE approach to formulate recommendations. <b>Results:</b> Sixty-eight articles met the inclusion criteria, most commonly addressing knowledge (66.2%), skills (53.9%) and attitudinal problems (26.2%), or learner personal issues (41.5%). The most common BCTs were <i>Shaping knowledge</i>, <i>Feedback/monitoring</i>, and <i>Repetition/substitution</i>. Quality appraisal was variable (MMAT 0–100%). A thematic content analysis identified 109 interventions (UG: <i>n</i> = 84, PG: <i>n</i> = 58), providing 24 strong, 48 moderate, 26 weak and 11 very weak recommendations. <b>Conclusion:</b> This review provides a repertoire of literature-based interventions for teaching/learning, faculty development, and research purposes.