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A dataset for human counting in a room. The data consists of images that captured using a CCTV in a room where the outside of the room is visible. It poses a challenge to discriminate between in-room and out-room humans for the model that is developed using this dataset.
Data Types:
  • Other
  • Dataset
  • File Set
This data set comprises of the raw and processing data related to classification of the abstract text with the Alzheimer disease. Raw data has been processed and double fold cross validated to prepare GOLD standard data set for Alzheimer association class with the genes. This data can be further used for disease gene classification as well as for system level meta analysis of the Alzheimer.
Data Types:
  • Tabular Data
  • Dataset
These are data of the observed contraction behaviors of several species of sponges and cnidarians on the deep seafloor of Station M (4,100 m depth, northeast Pacific Ocean). Data are organized with each worksheet housing data for a different taxon. Each worksheet has records of contraction kinetics for different individuals. Units are hours unless indicated otherwise.
Data Types:
  • Tabular Data
  • Dataset
The dataset is a set of network traffic traces in pcap/csv format captured from a single user. The traffic is classified in 5 different activities (Video, Bulk, Idle, Web, and Interactive) and the label is shown in the filename. There is also a file (mapping.csv) with the mapping of the host's IP address, the csv/pcap filename and the activity label. Activities: Interactive: applications that perform real-time interactions in order to provide a suitable user experience, such as editing a file in google docs and remote CLI's sessions by SSH. Bulk data transfer: applications that perform a transfer of large data volume files over the network. Some examples are SCP/FTP applications and direct downloads of large files from web servers like Mediafire, Dropbox or the university repository among others. Web browsing: contains all the generated traffic while searching and consuming different web pages. Examples of those pages are several blogs and new sites and the moodle of the university. Vídeo playback: contains traffic from applications that consume video in streaming or pseudo-streaming. The most known server used are Twitch and Youtube but the university online classroom has also been used. Idle behaviour: is composed by the background traffic generated by the user computer when the user is idle. This traffic has been captured with every application closed and with some opened pages like google docs, YouTube and several web pages, but always without user interaction. The capture is performed in a network probe, attached to the router that forwards the user network traffic, using a SPAN port. The traffic is stored in pcap format with all the packet payload. In the csv file, every non TCP/UDP packet is filtered out, as well as every packet with no payload. The fields in the csv files are the following (one line per packet): Timestamp, protocol, payload size, IP address source and destination, UDP/TCP port source and destination. The fields are also included as a header in every csv file. The amount of data is stated as follows: Bulk : 19 traces, 3599 s of total duration, 8704 MBytes of pcap files Video : 23 traces, 4496 s, 1405 MBytes Web : 23 traces, 4203 s, 148 MBytes Interactive : 42 traces, 8934 s, 30.5 MBytes Idle : 52 traces, 6341 s, 0.69 MBytes The code of our machine learning approach is also included. There is a README.txt file with the documentation of how to use the code.
Data Types:
  • Other
  • Tabular Data
  • Dataset
  • File Set
Supplemental Materials for JAAD Research Letter "Access to Mohs Surgery through the Choice program of the United States Department of Veterans Affairs "
Data Types:
  • Tabular Data
  • Dataset
  • Document
This paper introduces a new dataset for solving the ground-based cloud images classification task. We name it ‘Cloud-ImVN 1.0’ which is an extension of SWIMCAT database. This dataset contains 6 categories of clouds images which consists of 2,100 color images (150 × 150 pixels). Several task can be applied on this dataset including classification, clustering and segmentation in both supervised and unsupervised learning context.
Data Types:
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  • Dataset
  • File Set
1. Distribution of S. aureus in different age groups and types of patients. 2. Distribution of MRSA in outpatients and inpatients. 3. Gender wise distribution of S. aureus in various infection groups. 4. Antibiogram of MRSA and MSSA. 5. Susceptibility pattern towards erythromycin and clindamycin. 6. Multi drug Resistance pattern of MRSA
Data Types:
  • Tabular Data
  • Dataset
This study seeks to define the dimensions, common constriction points, and any alternative trajectories that would maximize the corridor diameter. Computed tomography of 100 male and 100 female hemipelves without osseous trauma were evaluated. The corridor boundaries were determined through manual best-fit analysis. The largest intercortical cylinder within the pathway was created and measured. Alternative trajectories were tested within the SA boundaries to identify another orientation that maximized the diameter of the intercortical cylinder. The traditional SA corridor had a mean diameter of 8.3 mm in men and 6.2 mm in women. This difference in diameter is due to a more S-shaped ilium in women. A larger alternative SA corridor was found that had a less limited path through the ilium and measured 11.3 mm in men and 9.9 mm in women. These dimensions are significantly different compared to those of the traditional SA corridor in both men and women.
Data Types:
  • Tabular Data
  • Dataset
Trade openness indicators [trade to GDP ratio OPEN1; exports to GDP (OPEN 2); imports to GDP (OPEN 3); composite index of openness (OPEN 4), which is constructed from residuals of OPEN1 = f(GDP per capita growth, pop1564; arable area]; economic growth (GDP per capita growth); investment to gdp ratio; government consumption expenditure to GDP ratio ; financial development (M2/GDP ratio); inflation rate; population aged 15 - 64; ratio of arable area to total land area.
Data Types:
  • Tabular Data
  • Dataset
This is the main data for the paper “Soil organic carbon redistribution and delivery by water erosion in a small catchment of the Yellow River basin”,including the 14C date of the source area and sink area, the 137Cs date of the sediment profile, the
Data Types:
  • Dataset
  • File Set
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