cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/3jjdm6rn96.3
title: Stair dataset

description:         We provide a stair dataset with fine annotations for stair detection research.
        The training set contains 2670 images, and the validation set contains 424 images. Each label contains the locations of the two endpoints and the classification (convex/concave) of each stair line. These images are padded and resized to 512x512 to simplify the data loading process.
        The main sources of our dataset are as follows:
        First, we relabel the dataset of reference [1] and add it to our dataset. Then, we use a camera to collect stair images from actual scenes at Beihang University, as well as a few stair images from the Great Wall. Finally, we get some stair images from the internet.
        The annotation form of the dataset is as follows:
        cls x1 y1 x2 y2/n
         ...
        Each stair line is represented by the above five-tuple data, where cls represents the class of the stair line, 0 represents a convex line and 1 represents a concave line. X1 and y1 represent the coordinates of the left endpoint of the stair line, and x2 and y2 represent the coordinates of the right endpoint of the stair line. The label of an image is stored in a text file and associated by the file name.
        In addition,  to objectively evaluate the model on the dataset, we divide the data into daytime data, night data and art data according to their collection conditions, and the detection difficulty also increases in sequence. The list of daytime, night and art datasets are provided in the following files: 'train_daytime.txt', 'train_night.txt', 'train_art.txt', 'val_daytime.txt', 'val_night.txt' and 'val_art.txt'.  
[1]Patil, U., Gujarathi, A., Kulkarni, A., Jain, A., Malke, L., Tekade, R., Paigwar, K., Chaturvedi, P.: Deep learning based stair detection and statistical image filtering for autonomous stair climbing. In: 2019 Third IEEE International Conference on Robotic Computing (IRC), pp. 159–166 (2019). https://doi.org/10.1109/IRC.2019.00031
DOI: 10.17632/cgg8nn3b3s.2
title: Systemic therapy in treating palmoplantar and scalp psoriasis: A systematic review and network meta-analysis

description: supplementary material
DOI: 10.17632/9d7p6mbhpz.1
title: ReFS forensic images

description: Forensic images containing ReFS version 1.x, 3.x.
DOI: 10.17632/6tjkgtfnky.2
title: PMSM_FOC dataset

description: This dataset simulates the behavior of a 3-phase PMSM motor controlled using the FOC scheme, the signal values of the rotating DQ frame voltage and current are gathered both for the reference and measured signal. The dataset also includes the signal value of the reference and measured speed which is useful because it provides a valuable tool for the development and validation for machine learning motor control. It contains data generated for both real life scenarios and corner conditions to stress to the maximum the linear controllers (PID) present in the FOC scheme.
DOI: 10.17632/98sgry2gy9.1
title: বিরোধী ভাবধারা ও প্রতিবাদের ভাষায় বীরেন্দ্র চট্টোপাধ্যায়ের কবিতা : একটি বিশ্লেষণী পাঠ

description: বিংশ শতকের চল্লিশ দশকের কবি বীরেন্দ্র চট্টোপাধ্যায়। একদিকে মানব দরদী অন্যদিকে প্রতিবাদী। রক্ষণশীল ব্রাহ্মণ পরিবারের সন্তান হলেও শৈশব থেকেই গোঁড়ামি ও কুসংস্কারের বিরুদ্ধে প্রতিবাদ করেছেন। তাঁর রচিত বেশির ভাগ কবিতার মধ্যেই রয়েছে প্রতিবাদের ও প্রতিরোধের ভাষা। অন্যায়কে তিনি কখনো আপস করেন নি। জীবনে চলার পথে যেখানেই তিনি অন্যায় দেখেছেন, সেখানেই তাঁর কণ্ঠ থেকে বেরিয়ে এসেছে প্রতিবাদের ভাষা। আর এই প্রতিবাদের ভাষাকেই তিনি রূপ দিয়েছেন তাঁর করিতায়। ঢাকায় সাম্প্রদায়িক দাঙ্গা, ভারতবর্ষের স্বাধীনতা সংগ্রাম, তে-ভাগা আন্দোলন, ১৯৫৯ থেকে খাদ্য আন্দোলন, চীন- ভারতের যুদ্ধ, পুলিশ ও মহাজনদের অত্যাচার, মে দিবসের রক্তাত্ত ইতিহাস তাঁর কবিতার বিষয়বস্তু হয়ে উঠেছে। তাঁর কবিতা সমসাময়িক কালের দলিল; আবার বলা যায় ভবিষ্যৎ প্রজন্মের কাছে প্রতিবাদের অস্ত্র। যে কারনে হয়তো শঙ্খ ঘোষ বীরেন্দ্র সমগ্রে, ১ম খণ্ডের সূচনায় বলেছেন- "সমস্ত অর্থেই বাংলার সবচেয়ে প্রতিবাদী এই কবি; তাঁর কবিতা যেন আমাদের সামনে একটা সম্পূর্ণ ইতিহাস তুলে ধরে, আমাদের হৃদয়ের ইতিহাস আর আমাদের সময়ের ইতিহাস"। যন্ত্রনাদগ্ধ মানুষের পাশে দাঁড়িয়ে মানব দরদী বীরেন্দ্র চট্টোপাধ্যায় সাম্যবাদী আদর্শে নতুন এক ভারতবর্ষ গড়ার স্বপ্ন দেখেছিলেন। যারা আকাশ বিষাক্ত করে, জল কালো করে, বাতাস ধোঁয়ায় কুয়াশায় ক্রমে অন্ধকার করে, চারিদিকে ষড়যন্ত্র করে; তাদের উদ্দেশে কবি "আমার ভারতবর্ষ" করিতায় উল্লেখ করেছেন-
“আমার ভারতবর্ষ চেনেনা তাদের
মানেনা তাদের পরোয়ানা
তাঁর সন্তানেরা ক্ষুধায় জ্বালায়, শীতে চারিদিকের প্রচণ্ড মারের মধ্যে
আজও ঈশ্বরের শিশু, পরস্পরের সহোদর।”
কৈশোরকাল থেকেই বীরেন্দ্র চট্টোপাধ্যায়ের মধ্যে বামপন্থী ভাবধারা স্পষ্ট হতে থাকে এবং ১৯৪২ এ তিনি কমিউনিস্ট পার্টির সদস্যপদ লাভ করেন। কমিউনিস্ট পার্টির অন্তর্বিরোধ এবং পার্টির বিভাগ কবিকে আন্দোলিত করে এবং তাঁর ফলে কবির মধ্যে জেগে ওঠে প্রতিবাদী স্বভাব। এ প্রসঙ্গে শ্রেষ্ঠ কাব্যের ভূমিকায় বীরেন্দ্র চট্টোপাধ্যাইয়ের বক্তব্য- "অনুভব কোন প্রশ্নের উত্তর নয়। সময়, স্বদেশ, মনুষ্যত্ব কবি কবিতা, কবিতার পাঠক কোথাও যদি এক্সুত্রে বাঁধা যেতো? হয়তো অনেক প্রশ্নের উত্তর পাওয়া যেত। "আর এই অনেক প্রশ্নের উত্তর অন্বেষণ করতেই বীরেন্দ্র চট্টোপাধ্যায়ের কবিতার মধ্যে উঠে এসেছে প্রতিবাদের ভাষা, সুর, আদল। মানুষের জীবন সংগ্রামকে কেন্দ্র করে এই অনেক প্রশ্ন। স্বাধীনতা পূর্ববর্তী ও পরবর্তী শোষিত, লঞ্চিত, অবহেলিত, বুভুক্ষ, নিরন্ন মানুষদের ন্যূনতম অন্ন, বস্ত্র, বাসস্থান, শিক্ষা, স্বাস্থ্যের অভাব দেখে কবির কলমে উঠে এসেছে প্রতিবাদ।
শতবর্ষে পরেও আজ বীরেন্দ্র চট্টোপাধ্যায়ের কবিতা কেন পাঠ্য? আজকের সামাজিক অবস্থা, মানুষের নৈতিক মূল্যবোধ, পারিবারিক বন্ধন, রাজনৈতিক অবস্থা, শিক্ষা-সংস্কৃতির দিকে দৃষ্টিপাত করলে বীরেন্দ্র চট্টোপাধ্যায়ের 'রাজা আসে যায়' কবিতার কয়েকটি পংত্তি এ প্রসঙ্গে প্রাসঙ্গিক হয়ে উঠে-

“রাজা আসে যায় রাজা বদলায়
 নীল জামা গায় লাল জামা গায়
এই রাজা আসে ওই রাজা যায়
জামা কাপড়ের রং বদলায়
 দিন বদলায় না।”
সত্যিই! দিন যেন বদলায় নি। জীবনে যাপনে সমাজে সভ্যতায় সাধারন মানুষকে আজও যে অত্যাচারের, অবিচারের সম্মুখীন হতে হচ্ছে, তা পাঠককে অবগত করার অবকাশ নেই। 'রাজনীতি' শব্দের অর্থ রাজার নীতি। কিন্তু এই নীতি যখন রাজতন্ত্রের, পুঁজিবাদীদের, শাসক সমাজের গণ্ডি পেরিয়ে সাধারন মানুষের জন্য সহজ...........
DOI: 10.17632/3rb7fd7p6j.1
title: CloudStor Data Migration Steps to OneDrive

description: This document provides the steps necessary to move data from CloudStor data storage service onto the University of Canberra's (UC) institutional OneDrive platform.

We outline how moving data off CloudStor can be done onto UC’s OneDrive. But we note that other storage tools may be used instead, and this documnent could provide a framework to develop those migration materials for researchers.

This document does not illustrate how to specifically move Group Drives, issues when users do not have enough interim space on their local drives, nor drives which are >1 TB (which is a limit set by UC's OneDrive licensing).
DOI: 10.17632/vhzjjyx2pj.1
title: Data for "Origin of the Ca-phosphate inclusions in Ivory Coast and Australasian Muong-Nong-type tektites"

description: SEM and TEM raw data
DOI: 10.17632/879zmf9tzh.2
title: Global Markup Estimates for the Primary Foods Industry

description: Estimates of the markup for the Primary Foods industry (comprised of agriculture, hunting, fishing, and logging) using the De Loecker et al. (2020) methodology. Instead of using micro-based, firm-level data, we calculate the markups using aggregate, macro-data. The database contains information on 170 countries for the years 1995 - 2015. 

Our sources of data are two-fold; the first is the EORA input-output database, and the second is the UN FAO-Stat database. Our paper Rodriguez del Valle and Fernández-Vázquez (2024), explains in more detail the estimation technique based on Generalized Maximum Entropy employed to derive these estimates. 

The dataset can be used to explore and research a myriad of topics, including the impact globalization has on markups, the role of institutional quality, and even climate. We have found strong evidence that the percentage share of value added required for production originating from abroad is significantly connected to lower markups. We have also found compelling empirical evidence that institutional quality can impact the evolution of markups.

Please note that we make a strong assumption that each industry is produced by one "firm" consistent with input-output theory. For this industry, we believe the assumption will not bias results too strongly, particularly when analyzing developing countries. Results may be biased in countries where large farms exist. 

Version 2 includes two new variables: rts, the returns to scale and the profit rate.
DOI: 10.17632/c9fmxsctsb.1
title: Kynurenine Pathway Activation and Deviation to Anthranilic and Kynurenic Acid in Fibrosing Chronic Graft-Versus-Host Disease, Orsatti et al.

description: R code for data analysis, measurements of kynurenine metabolites and cytokines related to "Orsatti, Stiehl, Dischinger, ..., Luft: Kynurenine Pathway Activation and Deviation to Anthranilic and Kynurenic Acid in Fibrosing Chronic Graft-Versus-Host Disease"
DOI: 10.17632/pvkmzrn8rs.1
title: Sovereign Risk to Stock Market Price Spillover: A Spatial Panel Approach

description: This is the data and do.file used in the analysis of the study.
DOI: 10.17632/wngs282m48.1
title: Mitigating curtailment and carbon emissions through data center load migration. Zheng et al

description: This dataset include all the data, codes and figures for the paper Zheng et al - Mitigating curtailment and carbon emissions through data center load migration, Joule (2020), https://doi.org/10.1016/j.joule.2020.08.001. Please cite the paper if you use this dataset. A READ_ME.txt is available in the folder listing the name and description of each file. - "Data" folder includes the hourly generation & hourly life cycle GHG intensities of CAISO and PJM and hourly curtailment of CAISO during 2015/2016-2019. Other data for calculation and the results for Fig. 4 are also included in this folder. - "Codes" folder include all the R codes used for data collection, data cleaning and plots generation for Fig. 1-4. - "Figures" folder include Figure 1-4 in the main text. For any additional inquiries regarding this dataset, please contact jzheng@bren.ucsb.edu or suh@bren.ucsb.edu.
DOI: 10.34740/kaggle/dsv/10062876
title: Michelin Guide Restaurants
DOI: 10.17632/tyggwp7656.1
title: LiquidLib: A comprehensive toolbox for analyzing classical and ab initio molecular dynamics simulations of liquids and liquid-like matter with applications to neutron scattering experiments

description: Neutron scattering is a powerful experimental technique for characterizing the structure and dynamics of materials on the atomic or molecular scale. However, the interpretation of experimental data from neutron scattering is oftentimes not trivial, partly because scattering methods probe ensemble-averaged information in the reciprocal space. Therefore, computer simulations, such as classical and ab initio molecular dynamics, are frequently used to unravel the time-dependent atomistic configurations that can reproduce the scattering patterns and thus assist in the understanding of the microscopic origin of certain properties of materials. LiquidLib is a post-processing package for analyzing the trajectory of atomistic simulations of liquids and liquid-like matter with application to neutron scattering experiments. From an atomistic simulation, LiquidLib provides the computation of various statistical quantities including the pair distribution function, the weighted and unweighted structure factors, the mean squared displacement, the non-Gaussian parameter, the four-point correlation function, the velocity auto correlation function, the self and collective van Hove correlation functions, the self and collective intermediate scattering functions, and the bond orientational order parameter. LiquidLib analyzes atomistic trajectories generated from packages such as LAMMPS, GROMACS, and VASP. It also offers an extendable platform to conveniently integrate new quantities into the library and integrate simulation trajectories of other file formats for analysis. Weighting the quantities by element-specific neutron-scattering lengths provides results directly comparable to neutron scattering measurements. Lastly, LiquidLib is independent of dimensionality, which allows analysis of trajectories in two, three, and higher dimensions. The code is beginning to find worldwide use.
DOI: 10.17632/w5nj767fzk.2
title: RNASeq data profile from Indonesian Recalcitrant and Non-recalcitrant rice varieties on anther culture

description: These RNA-seq data were obtained from the selected 3 rice varieties which represent Recalcitrant and Non-recalcitrant complete sets of transcriptome data generated from young tassels when the microspore stage was in the uninucleate stage.
DOI: 10.17632/szn4jtfkbx.1
title: XCT images and networks of Ottawa sand and Angular sand

description: Ottawa sand and Angular sand consist of particles with distinct shapes. The x-ray computed tomography (XCT) image stacks of their in-situ confined compressive testings are provided in this paper. For each image stack, a contact network, a thermal network and a network feature - edge betweenness centrality - of each edge in the networks are also provided. The readers can use the image data to construct digital sands with applications of (1) extracting microstructural parameters such as particle size, particle shape, coordination number and more network features; (2) analyzing mechanical behaviour and transport processes such as fluid flow, heat transfer and electrical conduction using either traditional simulation tools such as finite element method and discrete element method or newly network models which could be built based on the network files available here.
DOI: 10.17632/dy9mfjchm7.1
title: Complete Blood Count Anemia Diagnosis

description: This data set presents the prevalence of different types of Anemia including it’s severity and association with age and gender of the study population with CBC data set parameters as variables. We generated dataset from complete blood count test performed by Hematology analyzer to determine the prevalence of different types of Anemia treated at the Eureka diagnostic center in Lucknow, India. All the procedures for the CBC test were done following standard operating protocols defined for the Hematology analyzer. For CBC investigation, 400 patient samples were randomly selected to compute the dataset from the patients who visited the Eureka diagnostic center in Lucknow for various clinical examinations. The diagnostic center performs 4 – 8CBC investigations a day on average. During the data collection period between September 2020 to December 2020, 1000 CBC investigations were performed, out of which 400 random samples were selected. We included adult males and females who are not pregnant and older than 15 years of age in the study population. Infants, young children less than 10 years old and pregnant women were excluded from the study due to various factors like variable CBC test values and other factors. After excluding the above stated persons from the randomly chosen sample of 400 patients, we were left with 364 patients in the final data set. The CBC report had 11 attributes in the data set shown below serial number ,Attributes,Attribute Characteristics,Abbreviation,Description of attributes(all values captured at the time of CBC test of patients ) , Normal range of attributes(range may varies for male and female) 1 Age Numerical age Current age of the patients 11 - 100 (years) 2 Gender character gender Gender Male /Female 3 Hemoglobin Numerical HGB Level of HGB 11-16 g/dL 4 Mean cell volume numerical MCV Level of MCB 80-101 fL 5 Mean cell hemoglobin numerical MCH Level of MCH 27-32 pg 6 Mean cell hemoglobin concentration numerical MCHC Level of MCHC 31-37 g/dL 7 Red cell distribution width numerical RDW Level of RDW 11 -16 % 8 Red blood cell count numerical RBC Level of RBC 3.80-04.80 M/uL 9 White blood cell count numerical WBC Level of WBC 3.5-11.5 ths/uL 10 Platelet count numerical PLT Level of PLT 150-450 (10^3/uL) 11 Packed cell volume numerical PCV Level of PCV 36-46 These attribute values were recorded in excel sheet for each patient in the sample data set. In our patient data set the objective is to detect the existence of Anemia and measure its magnitude according to the guidelines of the World Health Organization (WHO). Accordingly, the prevalence of Anemia in an individual can be categorized as mild, moderate or severe depending on the value of the Hemoglobin (HGB) attribute in the patient data set.
DOI: 10.17632/xsphgmmh7b.1
title: 6000+ Indian Food Recipes Dataset

description: When I browsed for a Food Recipes (Especially Indian Food) Dataset, I could not find one (that I could use) online. So, I decided to create one. The dataset has following fields (self-explanatory) - ['RecipeName', 'TranslatedRecipeName', 'Ingredients', 'TranslatedIngredients', 'Prep', 'Cook', 'Total', 'Servings', 'Cuisine', 'Course', 'Diet', 'Instructions', 'TranslatedInstructions']. The datset contains a csv and a xls file. Sometimes, the content in Hindi is not visible in the csv format. You might be wondering what the columns with the prefix 'Translated' are. So, a lot of entries in the dataset were in Hindi language. To take care of such entries and translating them to English for consistency, I went ahead and used 'googletrans'. It is a python library that implements Google Translate API underneath. The code for the crawler, cleaning and transformation is on my Github repository (@kanishk307). The dataset has been created using Archana's Kitchen Website. It is a great website and hosts a ton of useful content. You should definitely consider viewing it if you are interested. The dataset can be used to answer a lot of questions related to Food Recipes. You can see the explore the serving sizes, time required to prepare a dish, most common ingredients, different cuisines, diets, courses and what not. I hope this dataset helps the Analytics community.
DOI: 10.17632/ndsbhvzt6w.1
title: Safeguarding Health in Times of Heavy Air Pollution: Practical Precautions and Insights

description: Air pollution remains a critical public health issue, especially in densely populated urban areas where pollutant levels often reach hazardous concentrations. This article analyzes recent trends in New Delhi’s Air Quality Index (AQI), emphasizing persistently high pollutant levels and PM2.5 concentrations that far exceed WHO guidelines. On November 2, 2024, New Delhi's AQI was recorded at 355, significantly lower than cities like Dam Dam (480) and Kolkata (439), Basirhat (444), Howrah (434) . Despite showing relatively better air quality, New Delhi, Dam Dam, Kolkata, Basirhat, , and Howrah faces urgent challenges that necessitate effective strategies to combat pollution. Additionally, Darjeeling's AQI of 21 demonstrates effective local policies and serves as a model for cleaner air, well below the WHO guideline of 25 µg/m³. This article advocates for personal precautions and collective actions to enhance air quality, emphasizing the need for continuous monitoring and policy implementation to protect public health and sustain environmental integrity.
DOI: 10.17632/m8z89vwsrk.1
title: EMPOWERING WOMEN AND ACHIEVING GENDER PARITY

description: Abstract : Gender equality and women's empowerment have been major global concerns over the last decade. The empowerment of women—in areas such as information and communication technology (ICT), education, employment, political representation, and health and personality traits—is crucial to achieving gender equality. Change in society is gender equality and women's empowerment are cornerstones of sustainable development, and sustainable development cannot flourish without them. Thus, it is argued that achieving gender parity is not just a matter of basic human decency but also a necessary condition of and a measure of long-term progress towards a better world. It is also true that gender inequality is pervasive in all societies and that progress towards sustainability would be impossible until significant action is taken to address this problem. The need of establishing gender equality in order to build a more equitable and sustainable society and to empower women to better provide for their families and communities is also emphasised. However, the country's progress would be hampered if efforts to promote gender equality are not sustained. Stevens (2010) makes an intriguing point by emphasising that "high economic costs are growing and contributing to social disparities and environmental degradation throughout the globe. Most crucially, gender-based discrimination and inequities remain pervasive in India, despite the government's best efforts to the contrary. As a consequence, the gender gap persists and women's lack of empowerment slows the country's progress. Even while there has been progress in many areas, it is unclear whether or not this can be maintained. Therefore, this research highlights the importance of women's empowerment and achieving gender equality for a nation's long-term prosperity.
DOI: 10.17632/p4n2xw84bv.1
title: PVRP-DC instances

description: Here are the 240 instances used in the article "The Periodic Vehicle Routing Problem with Driver Consistency ", written by Inmaculada Rodríguez-Martín, Juan-José Salazar-González, and Hande Yaman, and published in "European Journal of Operational Research" 2018. The instance name gives information about the number of nodes, the number of time periods, and the number of vehicles. For example, test11-p2-m3-a-dat is an instance wiht 11 nodes, 2 time periods, and 3 vehicles. These data files have the same format as the classical PVRP instances from the literature, though the vehicles' capacity and the customers' demands are not considered in this paper. That is: The first line contains the following information: type m n t where type = 1 (PVRP), m = number of vehicles, n = number of customers, t = number of days. The next t lines contain, for each day ,the following information: D Q where D = maximum duration of a route (0 means 'unbounded'), Q = maximum load of a vehicle, The next lines contain, for the depot and each customer, the following information: i x y d q f a list where i = customer number (0 corresponds to the depot), x = x coordinate, y = y coordinate, d = service duration, q = demand, f = frequency of visit, a = number of possible visit combinations, list = list of all possible visit combinations. Each visit combination is coded with the decimal equivalent of the corresponding binary bit string. For example, in a 5-day period, the code 10 which is equivalent to the bit string 01010 means that a customer is visited on days 2 and 4. (Days are numbered from left to right.)
DOI: 10.17632/cdxmjzwp24.1
title: Development and psychometric validation of an instrument to assess knowledge of the aetiology, prevention and treatment of venous leg ulcers in undergraduate nursing students.

description: The following section reflect the stage of development and validation of the instrument: psychometric evaluation. In the latter, the classical analysis of the items, the analysis of the psychometric properties according to the Rasch model and differential analysis of item functioning (DIF), analysis of construct validity by means of hypothesis testing in known groups and analysis of reliability by internal consistency were carried out.
DOI: 10.17632/w9p86fndr7.3
title: Neural Correlates of Autobiographical Memory Retrieval: An SDM Neuroimaging Meta-Analysis 

description: SDM Text Files: includes all text files with extracted coordinates from each paper (formatted for SDM) and the SDM table text file.
SDM Output: includes all relevant .nii files from the analyses (names include relevant figure in the paper, see figure descriptions in the paper for additional information about each analysis). All thresholded at p<0.05 and used TFCE.
DOI: 10.17632/2fx3h2rx2m.1
title: Data for: Linear Regression Links Transcriptomic Data and Cellular Raman Spectra