Dataset

This dataset was created by Avanti Shah

Contents

The Business Development Company (BDC) Data Sets provide the data extracted from disclosures filed by BDCs with the Commission in eXtensible Business Reporting Language (XBRL). The data is sourced from XBRL tagged periodic reports and other disclosures submitted by BDCs to the Commission. The BDC Data Sets provide a schedule of investments report, detailed financial data sets, and a summary non-financial data set.

Training, development and test sets for supervised named entity recognition for materials science. The data is labelled using the IOB annotation scheme. There exist 7 entity tags: material (MAT), sample descriptor (DSC), symmetry/phase label (SPL), property (PRO), application (APL), synthesis method (SMT), and characterization method (CMT), along with the outside tag (O).The data consists of 800 hand-labelled materials science abstracts. The data has an 80-10-10 split, giving 640 abstracts in the training set, 80 in the development set, and 80 in the test set.

Data statistics, where the number of sentences and entities are reported, and Devel indicates the development set.

This report reviews the collection, availability and quality of system-level data and metadata on education from countries participating in the PISA for Development project: Cambodia, Ecuador, Guatemala, Paraguay, Senegal and Zambia. PISA for Development aims to increase low income countries’ use of PISA assessments for monitoring progress towards national goals for improving education and for analysing the factors associated with student learning outcomes, particularly among poor and marginalised populations. The project also helps track progress towards the international education targets defined in the Education 2030 Framework for Action, which the international community adopted in 2015 as the strategy for achieving the Education Sustainable Development Goal (SDG). The report suggests technically sound and viable options for improving data quality, completeness and international comparability in the six countries that are reviewed. It also provides insights into overcoming some of the challenges common to countries that participate in PISA for Development and to other middle income and low income countries.

The development plan (BPL) contains the legally binding determinations for the urban planning order. In principle, the development plan must be developed from the land use plan. The available data is the development plan “Development and Supplementary Statute Fornsbach-Model” of the city of Murrhardt from XPlanung 5.0. Description: The development plan contains the legally binding determinations for the urban planning system. In principle, the development plan must be developed from the land use plan.

Reading comprehension dataset which requires commonsense reasoning. Contains 120,000+ queries from 70,000+ news articles.

The development plan (BPL) contains the legally binding determinations for the urban planning order. In principle, the development plan must be developed from the land use plan. The available data is the development plan “Development Plan Three-Tore-Strasse” of the city of Bühl from XPlanung 5.0. Description: Three-door road.

The development plan (BPL) contains the legally binding settlements for the urban planning order. In principle, the development plan must be developed from the land use plan. The available data is the development plan “City Town Development Plan and adjoining Partial Flats” of the city of Gaggenau from XPlanung 5.0. Description: Urban development plan and adjacent sub-area.

The Development Threat Index data set is a terrestrial global, future development threat map based on combining these resources: agricultural expansion, urban expansion, conventional oil and gas, unconventional oil and gas, coal, mining, biofuels, solar, and wind. Each threat ranked potential development from 0-100 with 100 indicating the highest potential for future development of the resource and were produced at a 50 square kilometer (km2) grid cell resolution, excluding all cells overlapping Antarctica and those with >50% considered marine.

After INSPIRE transformed development plan “Murgufer 3 development plan”. Modification; Murgufer 5. Change" of the city of Gaggenau based on an XPlanung dataset in version 5.0.

The development plan (BPL) contains the legally binding settlements for the urban planning order. In principle, the development plan must be developed from the land use plan. The available data is the development plan “Development Plan Gruenling” of the city of Gernsbach from XPlanung 5.0. Description: Development plan Gruenling.

USAID's Development Credit Authority (DCA) works with investors, local financial institutions, and development organizations to design and deliver investment alternatives that unlock financing for U.S. Government priorities. USAID guarantees encourage private lenders to extend financing to underserved borrowers in new sectors and regions. This dataset is the complete list of all private loans made under USAID's DCA since it was established in 1999. To protect the personal information of borrowers and bank partners, all strategic and personal identifiable information was removed.

A set of spatial data for the local plans of the municipality of Płośnica. Register kept by the Płośnica Municipality Office on the basis of the MRPiT Regulation on spatial data sets and metadata in the field of spatial development.

General Description:

The development set for task 5 of DCASE 2022 "Few-shot Bioacoustic Event Detection" consists of 209 audio files acquired from different bioacoustic sources. The dataset is split into training and validation sets.

Multi-class annotations are provided for the training set with positive (POS), negative (NEG) and unkwown (UNK) values for each class. UNK indicates uncertainty about a class.

Single-class (class of interest) annotations are provided for the validation set, with events marked as positive (POS) or unkwown (UNK) provided for the class of interest.

Folder Structure:

Development_Set.zip

|_Development_Set/

|_Training_Set/


  |_JD/


    |_*.wav


    |_*.csv


  |_HT/


    |_*.wav


    |_*.csv


  |_BV/


    |_*.wav


    |_*.csv


  |_MT/


    |_*.wav


    |_*.csv


  |_WMW/


    |_*.wav


    |_*.csv





|_Validation_Set/


  |_HB/


    |_*.wav


    |_*.csv


  |_PB/


    |_*.wav


    |_*.csv


  |_ME/


    |_*.wav


    |_*.csv


  |_ML/


    |_*.wav


    |_*.csv

Development_Set_AnnotationsOnly.zip has the same structure but contains only the *.csv files

Dataset statistics

Some statistics on this dataset are as follows, split between training and validation set and their sub-folders:

TRAINING SET

Number of audio recordings | 174 Total duration | 21 hours Total classes | 47

Total events | 14229

TRAINING SET/BV

Number of audio recordings | 5 Total duration | 10 hours Total classes | 11 Total events | 9026 Ratio event/duration | 0.04

Sampling rate | 24000 Hz

TRAINING SET/HT

Number of audio recordings | 5 Total duration | 5 hours Total classes | 5 Total events | 611 Ratio event/duration | 0.05

Sampling rate | 6000 Hz

TRAINING SET/JD

Number of audio recordings | 1 Total duration | 10 mins Total classes | 1 Total events | 357 Ratio event/duration | 0.06

Sampling rate | 22050 Hz

TRAINING SET/MT

Number of audio recordings | 2 Total duration | 1 hour and 10 mins Total classes | 4 Total events | 1294 Ratio event/duration | 0.04

Sampling rate | 8000 Hz

TRAINING SET/WMW

Number of audio recordings | 161 Total duration | 4 hours and 40 mins Total classes | 26 Total events | 2941 Ratio event/duration | 0.24

Sampling rate | various sampling rates

VALIDATION SET

Number of audio recordings | 35 Total duration | 6 hours and 17 minutes Total classes | 22

Total events | 2007

VALIDATION SET/HB

Number of audio recordings | 10 Total duration | 2 hours and 38 minutes Total classes | 1 Total events | 607 Ratio event/duration | 0.7

Sampling rate | 44100 Hz

VALIDATION SET/PB

Number of audio recordings | 6 Total duration | 3 hours Total classes | 2 Total events | 292 Ratio event/duration | 0.003

Sampling rate | 44100 Hz

VALIDATION SET/ME

Number of audio recordings | 2 Total duration | 20 minutes Total classes | 2 Total events | 73 Ratio event/duration | 0.01

Sampling rate | 48000 Hz

VALIDATION SET/ML

Number of audio recordings | 17 Total duration | 20 minutes Total classes | 17 Total events | 1035 Ratio event/duration | 0.18

Sampling rate | 44100 Hz

Annotation structure

Each line of the annotation csv represents an event in the audio file. The column descriptions are as follows:

TRAINING SET

Audiofilename, Starttime, Endtime, CLASS_1, CLASS_2, ...CLASS_N

VALIDATION SET

Audiofilename, Starttime, Endtime, Q

Classes

DCASE2022_task5_training_set_classes.csv and DCASE2022_task5_validation_set_classes.csv provide a table with class code correspondence to class name for all classes in the Development set.

DCASE2022_task5_training_set_classes.csv

dataset, class_code, class_name

DCASE2022_task5_validation_set_classes.csv

dataset, recording, class_code, class_name

Evaluation Set

The Evaluation set for this task will be released on the 1st of June 2022

Open Access:

This dataset is available under a Creative Commons Attribution 4.0 International (CC BY 4.0) license.

Contact info:

Please send any feedback or questions to:

Ines Nolasco - i.dealmeidanolasco@qmul.ac.uk

The development plan (BPL) contains the legally binding settlements for the urban planning order. In principle, the development plan must be developed from the land use plan. The available data is the development plan “Kirchstraße – Partial Development Plan (Origin Plan)” of the Great District City of Waghäusel from XPlanung 5.0. Description: Kirchstraße, partial development plan.

The 95% confidence intervals shown in brackets were derived from bootstrap resampling of the development and testing against out of bag samples, repeated 1,000 times.

The development plan (BPL) contains the legally binding settlements for the urban planning order. In principle, the development plan must be developed from the land use plan. The available data is the development plan “Halfberg Partial Development Plan” of the town of Niedernhall from XPlanung 5.0. Description: Sub-development plan Halberg; Construction line plan; Usage: WA.

The development plan (BPL) contains the legally binding settlements for the urban planning order. In principle, the development plan must be developed from the land use plan. The available data is the development plan “Lange Straße (project and development plan)” of the municipality of Affalterbach from XPlanung 5.0. Description: Long road (project and development plan).

The development plan (BPL) contains the legally binding determinations for the urban planning order. In principle, the development plan must be developed from the land use plan. The available data is the development plan “Development Plan Kelterplatz” of the town of Gernsbach from XPlanung 5.0. Description: Development plan Kelterplatz.