cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.xv8wkg
title: Occurrence Download

description: A dataset containing 18740 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cedrela odorata L."
 ]
}

 The dataset includes 18740 records from 534 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014257-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/27v2-5dbt
title: Inorganics in precipitation at Risoe

description: Measurement of Inorganics in precipitation at Risoe
DOI: 10.48597/33av-95eu
title: Measurement of Sulphate_corrected at Risoe

description: Measurement of Sulphate_corrected at Risoe
DOI: 10.48597/9pa5-xn3h
title: Measurement of Precipitation_amount at Risoe

description: Measurement of Precipitation_amount at Risoe
DOI: 10.57702/4kpzbs2j
title: TACoS Speech

description: The TACoS Speech dataset contains a large amount of open-world videos with more shot transitions.
DOI: 10.48597/46gm-k7qd
title: Measurement of Inorganics in precipitation at Risoe

description: Measurement of Inorganics in precipitation at Risoe
DOI: 10.48597/qjnr-msjb
title: Measurement of Inorganics in precipitation at Risoe

description: Measurement of Inorganics in precipitation at Risoe
DOI: 10.48597/werz-xgyv
title: Measurement of Inorganics in precipitation at Risoe

description: Measurement of Inorganics in precipitation at Risoe
DOI: 10.57702/c5615raj
title: GAN datasets

description: The dataset used in this paper is a collection of images generated by different Generative Adversarial Networks (GANs). The dataset is used to evaluate the performance of GANs in terms of creativity, diversity, and inheritance.
DOI: 10.48597/2mrn-hrmh
title: Measurement of Inorganics in precipitation at Risoe

description: Measurement of Inorganics in precipitation at Risoe
DOI: 10.57702/ymg76r6y
title: ESOL and Freesol datasets

description: The ESOL and Freesol datasets are used for training and evaluating 3D-extended GCNs.
DOI: 10.48597/s6pk-tzwz
title: Measurement of Ammonium at Risoe

description: Measurement of Ammonium at Risoe
DOI: 10.48597/63za-gebw
title: Measurement of Sulphate_corrected at Risø

description: Measurement of Sulphate_corrected at Risø
DOI: 10.48597/vu36-44fd
title: Measurement of Inorganics in precipitation at Risoe

description: Measurement of Inorganics in precipitation at Risoe
DOI: 10.57702/ofbbqkey
title: HSV TCR Repertoire Dataset

description: The dataset used in this paper is a collection of T-cell receptor (TCR) repertoires from Herpes Simplex Virus (HSV) patients. The dataset is used to train and evaluate the performance of the Adaptive Immune Repertoire-Invariant Variational Autoencoder (AIRIVA) model.
DOI: 10.57702/z8tb6mnu
title: Diffusion idea exploration for art generation

description: The dataset used for the text-to-image generation task using diffusion models.
DOI: 10.48597/2yrr-a6u5
title: Measurement of Inorganics in precipitation at Risø

description: Measurement of Inorganics in precipitation at Risø
DOI: 10.48597/976c-gk3y
title: Measurement of Inorganics in precipitation at Risø

description: Measurement of Inorganics in precipitation at Risø
DOI: 10.48597/bqre-cfkc
title: Measurement of Inorganics in precipitation at Risø

description: Measurement of Inorganics in precipitation at Risø
DOI: 10.57702/d60hdpvh
title: MaskINT: Video Editing via Interpolative Non-autoregressive Masked Transformers

description: Text-based video editing using MaskINT, a two-stage pipeline involving keyframe joint editing and structure-aware frame interpolation.
DOI: 10.48597/nbkx-wv6a
title: Measurement of Inorganics in precipitation at Risø

description: Measurement of Inorganics in precipitation at Risø
DOI: 10.57702/n2qza1j7
title: RICH

description: RICH is an in-the-wild and indoor multi-view dataset for 3D human body reconstruction, containing 2D keypoints and 3D body mesh annotations.
DOI: 10.57702/jfmpioih
title: Language-assisted Vision Model Debugger

description: Vision models with high overall accuracy often exhibit systematic errors on some important subsets of data, posing potential serious safety concerns. Diagnosing such bugs of vision models is gaining increased attention, but traditional diagnostic methods require labor-intensive data collection and attributes annotation.
DOI: 10.48597/u4tv-fzdz
title: Measurement of Inorganics in precipitation at Risø

description: Measurement of Inorganics in precipitation at Risø
DOI: 10.48597/mb9q-y2j7
title: Measurement of Inorganics in precipitation at Risø

description: Measurement of Inorganics in precipitation at Risø
DOI: 10.48597/ucpt-rx38
title: Measurement of Inorganics in precipitation at Risø

description: Measurement of Inorganics in precipitation at Risø
DOI: 10.48597/bcrn-nsug
title: Inorganics in precipitation at Risø

description: Measurement of Inorganics in precipitation at Risø
DOI: 10.48597/fya2-k6eu
title: Measurement of Inorganics in precipitation at Risø

description: Measurement of Inorganics in precipitation at Risø
DOI: 10.48597/mm45-fdkr
title: Measurement of Inorganics in precipitation at Risø

description: Measurement of Inorganics in precipitation at Risø
DOI: 10.48597/pnkr-mhqw
title: Measurement of Inorganics in precipitation at Risø

description: Measurement of Inorganics in precipitation at Risø
DOI: 10.48597/vtn3-2mn9
title: Measurement of Inorganics in precipitation at Risø

description: Measurement of Inorganics in precipitation at Risø
DOI: 10.57702/5h8p5x7t
title: CNNDM

description: The CNNDM dataset is a benchmark for news summarization, containing pairs of articles and reference summaries.
DOI: 10.48597/zggr-5wwh
title: Measurement of Inorganics in precipitation at Risø

description: Measurement of Inorganics in precipitation at Risø
DOI: 10.57702/u20zkbtn
title: Compact Graph Architecture for Speech Emotion Recognition

description: We propose a deep graph approach to address the task of speech emotion recognition. A compact, efﬁcient and scalable way to repre- sent data is in the form of graphs.
DOI: 10.48597/zjxy-3t3n
title: Measurement of Inorganics in precipitation at Risø

description: Measurement of Inorganics in precipitation at Risø
DOI: 10.48597/gxjq-mz5b
title: Inorganics in precipitation at Risø

description: Measurement of Inorganics in precipitation at Risø
DOI: 10.48597/jx92-a9hw
title: Measurement of Inorganics in precipitation at Risø

description: Measurement of Inorganics in precipitation at Risø
DOI: 10.48597/ry98-vwf8
title: Measurement of Inorganics in precipitation at Risø

description: Measurement of Inorganics in precipitation at Risø
DOI: 10.48597/swh3-rn5m
title: Measurement of Inorganics in precipitation at Risø

description: Measurement of Inorganics in precipitation at Risø
DOI: 10.48597/xwwm-zy52
title: Measurement of Inorganics in precipitation at Risø

description: Measurement of Inorganics in precipitation at Risø
DOI: 10.57702/7icrth3q
title: EMNIST dataset

description: The EMNIST dataset contains 372,450 samples of the 26 letters A-Z (labels), each represented in a 28 × 28 dimension.
DOI: 10.57702/eyycrawf
title: ECG signal from MIT-BIH database (dataset 100)

description: The dataset used in this paper is the ECG signal from MIT-BIH database (dataset 100) with 300µV, 0.2Hz sinusoidal baseline wander.
DOI: 10.57702/bpsunhna
title: Mixture of gaussians, MNIST digits, and UCI HAR dataset

description: The dataset used in the paper is a mixture of gaussians, MNIST digits, and UCI HAR dataset.
DOI: 10.57702/fod04zkc
title: ISIC 2018: Skin Lesion Analysis Towards Melanoma Detection

description: Skin lesion analysis toward melanoma detection: A challenge at the 2017 international symposium on biomedical imaging (ISBI), hosted by the international skin imaging collaboration (ISIC)
DOI: 10.57702/r9lzeyzy
title: LAION-400M: Open dataset of clip-filtered 400 million image-text pairs

description: LAION-Aesthetic is a large-scale dataset for training next generation image-text models.
DOI: 10.57702/5iw6dndx
title: Conceptual captions: A cleaned, hypernymed, image alt-text dataset for automatic image captioning

description: Conceptual captions: A cleaned, hypernymed, image alt-text dataset for automatic image captioning.
DOI: 10.57702/op08o64q
title: Chalearn IsoGD

description: Motion recognition is a promising direction in computer vision, but the training of video classification models is much harder than images due to insufficient data and considerable parameters.
DOI: 10.57702/vopqywfi
title: McGill 3D dataset

description: The McGill 3D dataset used in this paper for testing the generalization of the proposed occupancy learning method.
DOI: 10.57702/kuabljfs
title: BreakHis
DOI: 10.57702/09ji2m06
title: NCT-CRC-HE-100K
DOI: 10.57702/jqi764lk
title: Magnetic Tile Defects dataset

description: The Magnetic Tile Defects dataset is a collection of images of magnetic tiles with defects.
DOI: 10.57702/hy2mu6w9
title: Synthetic dataset for causal learning

description: Synthetic dataset for learning causal models using neural networks.
DOI: 10.57702/meji7my7
title: Good: A graph out-of-distribution benchmark

description: GOOD is a systematic graph OOD benchmark, which provides carefully designed data environments for distribution shifts.
DOI: 10.57702/7rhpljgy
title: MVSGaussian: Fast Generalizable Gaussian Splatting

description: We present MVSGaussian, a new fast generalizable Gaussian Splatting method. We evaluate our method on the widely-used DTU [1], Real Forward-facing [28], NeRF Synthetic [29], and Tanks and Temples [21] datasets.
DOI: 10.57702/00gpxcmx
title: Large-scale data for multiple-view stereopsis

description: Large-scale data for multiple-view stereopsis.
DOI: 10.57702/hfd1flyn
title: Dynamic 3D Gaussians: Tracking by persistent dynamic view synthesis

description: Dynamic 3D Gaussians: Tracking by persistent dynamic view synthesis.
DOI: 10.57702/83v4d6my
title: One Million Scenes for Autonomous Driving (ONCE)

description: The ONCE dataset comprises 1 million LiDAR scenes and 7 million corresponding camera images.
DOI: 10.57702/pm2d7xuv
title: SCNET: SPARSE COMPRESSION NETWORK FOR MUSIC SOURCE SEPARATION

description: Deep learning-based methods have made significant achievements in music source separation. However, obtaining good results while maintaining a low model complexity remains challenging in super wide-band music source separation.
DOI: 10.57702/is1bxam8
title: MUSDB18-HQ

description: MUSDB18-HQ - An Uncompressed Version of MUSDB18
DOI: 10.57702/i8tchdmp
title: SWaT: A Water Treatment Testbed for Research and Training on ICS Security

description: A water treatment testbed for research and training on ICS security.
DOI: 10.57702/cs4fxhys
title: WADI: A Water Distribution Testbed for Research in the Design of Secure Cyber Physical Systems

description: A water distribution testbed for research in the design of secure cyber physical systems.
DOI: 10.57702/2p03e2bo
title: Extended Yale B and ORL face image datasets, COIL20 and COIL100 object image datasets

description: Extended Yale B and ORL face image datasets, COIL20 and COIL100 object image datasets
DOI: 10.57702/30tmz5op
title: Arenas

description: The email communication network at the University Rovira i Virgili in Tarragona in the south of Catalonia in Spain.
DOI: 10.57702/i1fx63tk
title: Coauthor_CS

description: The coauthorship graph is generated from MAG.
DOI: 10.15468/dl.awckh5
title: Occurrence Download

description: A dataset containing 1129955 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Nigeria"
 ]
}

 The dataset includes 1129955 records from 815 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014245-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/4jop228s
title: SkelVit: Consensus of Vision Transformers for a Lightweight Skeleton-Based Action Recognition System

description: Skeleton-based action recognition receives the attention of many researchers as it is robust to viewpoint and illumination changes, and its processing is much more eﬃcient than the processing of video frames.
DOI: 10.57702/a6klwtdu
title: NTU RGB+D Dataset

description: The NTU RGB+D dataset was collected for large scale RGB-D human action recognition. It contains over 56K action samples for 60 different actions performed by 40 subjects, captured from three different views using a Kinect v2.
DOI: 10.57702/azq9flry
title: InfiMNIST

description: The InfiMNIST dataset is a synthetic dataset of MNIST-like images.
DOI: 10.57702/s56qwieg
title: CoQA

description: The CoQA dataset is a benchmark for question answering research. It consists of conversational questions.
DOI: 10.15468/dl.xruy7t
title: Occurrence Download

description: A dataset containing 11051743 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Austria"
 ]
}

 The dataset includes 11051743 records from 1491 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014237-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m352jd
title: Occurrence Download

description: A dataset containing 997 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Andropogon gerardi Vitman",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 997 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011620-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111107663
title: Temple administration record, UT 1599-1

description: [Text Description:] Temple administrative record of receipts and disbursements of food rations. ❧ [Text or Publication Number Note:] UT 1599-1 ❧ [Excavation Description:] Drehem ❧ [Medium:] Clay ❧ [Script Note:] Cuneiform, Non-Alphabetic ❧ [Physical Object Description:] Large rectangular clay tablet, orange-red color. 15.5 x 13.5cm. ❧ [Physical Object Note:] Reign of Shu-Sin, fourth dynastic king.
DOI: 10.15468/dl.672wx4
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mamíferos colectados en expedición al Río Apaporis - Proyecto Colombia BIO"
 ]
}

 The dataset includes 158 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0419031-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110874948
title: Persepolis Fortification Elamite Tablet 0495, PF-NN 0495

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF-NN 0495 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform, Aramaic ❧ [Physical Object Description:] Clay tablet with cuneiform text. Aramaic ink inscription on right edge, obverse, reverse and bottom edge toward right edge. Seal impression on left edge. ❧ [Physical Object Note:] Minor chipping on obverse toward round edge and reverse.
DOI: 10.6084/m9.figshare.24551971
title: NEST - SolAce Energy Demand and User Practice Data

description: Measurement data for the SolAce building at NEST. The dataset consists of 18 measurement points with a temporal resolution of 1 minute. The data has been recorded over the duration of one year (July 2019 to July 2023). Metadata for each measurement point is stored in a separate file on this repository.
DOI: 10.6084/m9.figshare.24551971.v1
title: NEST - SolAce Energy Demand and User Practice Data

description: Measurement data for the SolAce building at NEST. The dataset consists of 18 measurement points with a temporal resolution of 1 minute. The data has been recorded over the duration of one year (July 2019 to July 2023). Metadata for each measurement point is stored in a separate file on this repository.
DOI: 10.25549/inscriptifact-ouc110874601
title: Persepolis Fortification Anepigraphic Tablet 0417.208, PFAnep 0417.208

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0417.208, PFUT 0417-208 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on left edge, obverse. ❧ [Physical Object Note:] Cracks on bottom edge, obverse, reverse, upper edge. (Upper and bottom edges may be reversed)
DOI: 10.15468/dl.asjjv6
title: Occurrence Download

description: A dataset containing 313 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Vulpes macrotis Merriam, 1888"
 ]
}

 The dataset includes 313 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021896-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110874605
title: Persepolis Fortification Anepigraphic Tablet 0417.208, PFAnep 0417.208

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0417.208, PFUT 0417-208 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on left edge, obverse. ❧ [Physical Object Note:] Cracks on bottom edge, obverse, reverse, upper edge. (Upper and bottom edges may be reversed)
DOI: 10.25549/inscriptifact-ouc110874612
title: Persepolis Fortification Anepigraphic Tablet 0417.208, PFAnep 0417.208

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0417.208, PFUT 0417-208 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on left edge, obverse. ❧ [Physical Object Note:] Cracks on bottom edge, obverse, reverse, upper edge. (Upper and bottom edges may be reversed)
DOI: 10.15468/dl.mzahsf
title: Occurrence Download

description: A dataset containing 2500 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Harold W. Manter Laboratory of Parasitology Collection (HWML) Parasite Collection (Arctos)",
 "Country is Tanzania, United Republic of"
 ]
}

 The dataset includes 2500 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0105855-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110874621
title: Persepolis Fortification Anepigraphic Tablet 0417.208, PFAnep 0417.208

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0417.208, PFUT 0417-208 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on left edge, obverse. ❧ [Physical Object Note:] Cracks on bottom edge, obverse, reverse, upper edge. (Upper and bottom edges may be reversed)
DOI: 10.25825/fk2/duifdh
title: Arab Opinion Index 2017-2018

description: The sixth Arab Opinion Index survey was carried out between December 2017 and April 2018 through face-to-face interviews and yielded 18,830 responses from 11 Arab countries (Egypt, Iraq, Jordan, Kuwait, Lebanon, Libya, Morocco, Palestine, Saudi Arabia, Sudan and Tunisia). It measured public opinion trends related to the degree of citizens’ satisfaction with their economic conditions, standards of living, and the level of services they receive, as well as their views on democracy, political participation, and the impact of religion on general and political life. It also covered how much confidence citizens have in state institutions, how they define the sources of threats to their personal or national security, their perceptions of their Arab surroundings and their positions towards ISIS.
DOI: 10.25825/fk2/duifdh/b7oq2a
title: Press Release-2017-2018-AR.pdf

description: :unav
DOI: 10.25825/fk2/duifdh/gimopw
title: In-Brief-2017-2018-AR.pdf

description: :unav
DOI: 10.25825/fk2/duifdh/l1em7a
title: Press Release-2017-2018-EN.pdf

description: :unav
DOI: 10.6084/m9.figshare.25894636
title: Microbiome 12:95

description: Source code and intermediate data for https://doi.org/10.1186/s40168-024-01812-1 entitled Global soil metagenomics reveals distribution and predominance of <i>Deltaproteobacteria</i> in nitrogen-fixing microbiome.<br>Quality-filtered shotgun metagenomic data are available from: https://plus.figshare.com/articles/dataset/Quality-filtered_soil_shotgun_metagenomes/25332547/1
DOI: 10.25549/inscriptifact-ouc110874627
title: Persepolis Fortification Elamite Tablet 0495, PF-NN 0495

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF-NN 0495 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform, Aramaic ❧ [Physical Object Description:] Clay tablet with cuneiform text. Aramaic ink inscription on right edge, obverse, reverse and bottom edge toward right edge. Seal impression on left edge. ❧ [Physical Object Note:] Minor chipping on obverse toward round edge and reverse.
DOI: 10.25825/fk2/duifdh/ipvtir
title: AOI-DATA-2017-2018-SPSS-EN.tab

description: :unav
DOI: 10.25825/fk2/duifdh/dmzbfc
title: CodeBook-2017-2018-EN.pdf

description: :unav
DOI: 10.25825/fk2/duifdh/xuszrp
title: AOI-DATA-2017-2018-SPSS-AR.tab

description: :unav
DOI: 10.25549/inscriptifact-ouc110875243
title: Persepolis Fortification Elamite Tablet 1042, PF-NN 1042

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF-NN 1042 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform, Aramaic ❧ [Physical Object Description:] Clay tablet with cuneiform text. Aramaic ink inscription on reverse and upper edge. Seal impression on reverse, upper edge and left edge. ❧ [Physical Object Note:] Bottom edge broken toward round edge and flat edge.
DOI: 10.25825/fk2/duifdh/buh7fa
title: Full-report-2017-2018-AR.pdf

description: :unav