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

description: A dataset containing 366462 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonId is not null",
 "GbifId is not null",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2022-12-19",
 "EventDate is less than or equal to 2023-01-18",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 366462 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013184-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vbzh5
title: Occurrence Download

description: A dataset containing 14010119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sitta carolinensis"
 ]
}

 The dataset includes 14010119 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013177-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18490402
title: FTIIZIATRIYA-TUBERKULYOZ KASALLIGI

description: Tuberkulyoz — bu asosan o‘pka va boshqa organlarni zararlovchi surunkali yuqumli kasallik bo‘lib, u jahon sog‘liqni saqlash tizimi uchun dolzarb muammo hisoblanadi. Maqolada tuberkulyoz kasalligini keltirib chiqaruvchi patogenlar, kasallikning epidemiologiyasi, klinik belgilari, diagnostika usullari, profilaktik chora-tadbirlar va davolash strategiyalari haqida ilmiy tahlil berilgan. Shuningdek, kasallikning ijtimoiy va iqtisodiy oqibatlariga e’tibor qaratilgan.
DOI: 10.5281/zenodo.18490401
title: FTIIZIATRIYA-TUBERKULYOZ KASALLIGI

description: Tuberkulyoz — bu asosan o‘pka va boshqa organlarni zararlovchi surunkali yuqumli kasallik bo‘lib, u jahon sog‘liqni saqlash tizimi uchun dolzarb muammo hisoblanadi. Maqolada tuberkulyoz kasalligini keltirib chiqaruvchi patogenlar, kasallikning epidemiologiyasi, klinik belgilari, diagnostika usullari, profilaktik chora-tadbirlar va davolash strategiyalari haqida ilmiy tahlil berilgan. Shuningdek, kasallikning ijtimoiy va iqtisodiy oqibatlariga e’tibor qaratilgan.
DOI: 10.6084/m9.figshare.31260136
title: Compound Flood Maps (Hanalei GSSHA Model Outputs)

description: This repository serves as a storage place for compound flood maps produced for Brian Gorberg's dissertation.
DOI: 10.6084/m9.figshare.31260136.v1
title: Compound Flood Maps (Hanalei GSSHA Model Outputs)

description: This repository serves as a storage place for compound flood maps produced for Brian Gorberg's dissertation.
DOI: 10.15468/dl.ykxtvu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taxillus sclerophyllus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013201-260129131611470/datasets/export for details.
DOI: 10.34740/kaggle/dsv/14737278
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.18490421
title: ARXIV HUJJATLARI TO'PLAMLARIDA TURKIYADAGI O'ZBEK TAKYALARI (TEKKELARI)

description: O'zbekistonda nashr qilingan ilmiy maqolalarda Turkiyadagi O'zbeklar takyalari – tekkelari asosan haj yo'lidagi vaqtincha yashash joyi sifatida qaraladi, uning sotsiomadaniy institut sifatidagi faoliyati ko'pincha chetda qoladi. Bu o'zbek tilida to'laqonli tadqiqotlar hali mavjud emasligi bilan ham izohlanadi. Qolaversa, bu mavzudagi ilmiy ishlar asosan turk va g'arb olimlarining tadqiqotlariga tayanib qolayotgani kuzatildi. Ba’zi tadqiqotlardagina birlamchi manbalar – arxiv hujjatlari e’lon qilingan to'plamlardagi ma’lumotlardan birmuncha foydalanish borligini qayd etish mumkin. Bu borada 2022 yili “Turkiya – O'zbekiston aloqalari hujjatlarda” kitobi chop etilishi belgili voqea bo'ldi.

Turkiy tilli mamlakatlarning munosabatlari rivojlanayotgan hozirgi sharoitda Turkiyadagi O'zbeklar takyalari bo'yicha chiqishlar birmuncha jonlanganligi olimlarning o'zida ham bu mavzuga qiziqish ortib borayotganligini namoyon etadi. Bu borada o'zbekistonlik olimlar tomonidan Turkiyadagi arxivlar hamda O'zbeklar takyalari shayxlarini va ular bilan bog'liq shaxslar avlodlarida saqlanayotgan hujjatlarni, takyalar bilan hayoti to'liq yoki qisman bog'liq bo'lgan insonlarning xotiralarini o'rganish zarur. Qolaversa, boshqa o'lkalardagi O'zbeklar takyalari Usmonli turk davlati orqali boshqarilganligini ham nazarda tutmoq o'rinli. Bu jihatdan o'rta asrlarda O'zbeklar takyalari tarmog'i yuzaga kelgani hamda ular musulmon o'lkalarida o'zbek jamoatlari qaror topishida muhim o'rin egallaganligini ta’kidlash zarur.
DOI: 10.5281/zenodo.18490423
title: ARXIV HUJJATLARI TO'PLAMLARIDA TURKIYADAGI O'ZBEK TAKYALARI (TEKKELARI)

description: O'zbekistonda nashr qilingan ilmiy maqolalarda Turkiyadagi O'zbeklar takyalari – tekkelari asosan haj yo'lidagi vaqtincha yashash joyi sifatida qaraladi, uning sotsiomadaniy institut sifatidagi faoliyati ko'pincha chetda qoladi. Bu o'zbek tilida to'laqonli tadqiqotlar hali mavjud emasligi bilan ham izohlanadi. Qolaversa, bu mavzudagi ilmiy ishlar asosan turk va g'arb olimlarining tadqiqotlariga tayanib qolayotgani kuzatildi. Ba’zi tadqiqotlardagina birlamchi manbalar – arxiv hujjatlari e’lon qilingan to'plamlardagi ma’lumotlardan birmuncha foydalanish borligini qayd etish mumkin. Bu borada 2022 yili “Turkiya – O'zbekiston aloqalari hujjatlarda” kitobi chop etilishi belgili voqea bo'ldi.

Turkiy tilli mamlakatlarning munosabatlari rivojlanayotgan hozirgi sharoitda Turkiyadagi O'zbeklar takyalari bo'yicha chiqishlar birmuncha jonlanganligi olimlarning o'zida ham bu mavzuga qiziqish ortib borayotganligini namoyon etadi. Bu borada o'zbekistonlik olimlar tomonidan Turkiyadagi arxivlar hamda O'zbeklar takyalari shayxlarini va ular bilan bog'liq shaxslar avlodlarida saqlanayotgan hujjatlarni, takyalar bilan hayoti to'liq yoki qisman bog'liq bo'lgan insonlarning xotiralarini o'rganish zarur. Qolaversa, boshqa o'lkalardagi O'zbeklar takyalari Usmonli turk davlati orqali boshqarilganligini ham nazarda tutmoq o'rinli. Bu jihatdan o'rta asrlarda O'zbeklar takyalari tarmog'i yuzaga kelgani hamda ular musulmon o'lkalarida o'zbek jamoatlari qaror topishida muhim o'rin egallaganligini ta’kidlash zarur.
DOI: 10.6084/m9.figshare.27175296
title: RPHunter: Unveiling Rug Pull Schemes in Crypto Token via Code-and-Transaction Fusion Analysis

description: Description:This is a repository that contains the source code, dataset, and experiment results of our paper in the support of the Research Paper submission.<b>RPHunter</b> is a novel technique that models code risk information and suspicious transaction behavior within two graph structures, utilizing graph neural networks (GNNs) for feature learning to enhance Rug Pull detection across varied scenarios.<br><br>We have conducted an empirical study to uncover the underlying mechanisms of Rug Pull by analyzing 645 real-world Rug Pull incidents, shown in Rug-Pull-Incidents.xlsx.<br>The complete code will be open-sourced after our paper is accepted.Prerequisites:gigahorse-toolchain: refer to the nevillegrech/gigahorse-toolchain for setup details.Python &gt;= 3.8Networkx 3.1, Pytorch 2.4.0, torch_geometric 2.5.3, DGL 2.4.0Datasets:Incidents-Source-Code.zip: The source code of collected Rug Pull incidentsNormal-Bytecode.zip: The bytecode of our benign tokensRug-Bytecode.zip: The bytecode of out Rug Pull tokensCode:Flow-Analysis：The implementation of Flow Analysis based on Gigahorse toolRPhunter: The implementation of Graph Construction (SRCG and TFBG) and Detect Model based on PythonExperiments:SOTA: The experiment results of SOTA methods on our ground-truth datasetReal-world Rug Pull crypto tokens: The experiment results of our method on the real-world Ethereum Mainnet<br><br>
DOI: 10.6084/m9.figshare.27175296.v1
title: RPHunter: Unveiling Rug Pull Schemes in Crypto Token via Code-and-Transaction Fusion Analysis

description: Description:This is a repository that contains the source code, dataset, and experiment results of our paper in the support of the Research Paper submission.<b>RPHunter</b> is a novel technique that models code risk information and suspicious transaction behavior within two graph structures, utilizing graph neural networks (GNNs) for feature learning to enhance Rug Pull detection across varied scenarios.<br><br>We have conducted an empirical study to uncover the underlying mechanisms of Rug Pull by analyzing 645 real-world Rug Pull incidents, shown in Rug-Pull-Incidents.xlsx.<br>The complete code will be open-sourced after our paper is accepted.Prerequisites:gigahorse-toolchain: refer to the nevillegrech/gigahorse-toolchain for setup details.Python &gt;= 3.8Networkx 3.1, Pytorch 2.4.0, torch_geometric 2.5.3, DGL 2.4.0Datasets:Incidents-Source-Code.zip: The source code of collected Rug Pull incidentsNormal-Bytecode.zip: The bytecode of our benign tokensRug-Bytecode.zip: The bytecode of out Rug Pull tokensCode:Flow-Analysis：The implementation of Flow Analysis based on Gigahorse toolRPhunter: The implementation of Graph Construction (SRCG and TFBG) and Detect Model based on PythonExperiments:SOTA: The experiment results of SOTA methods on our ground-truth datasetReal-world Rug Pull crypto tokens: The experiment results of our method on the real-world Ethereum Mainnet<br><br>
DOI: 10.15468/dl.jvgvzh
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tristerix corymbosus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 124 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013203-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18490442
title: ZAMONAVIY KARDIALOGIYADA YURAK YETISHMOVCHILIGINI DAVOLASH. DORI VOSITALARIDAN TRANSPLANTATSIYAGACHA

description: Ushbu maqolada zamonaviy kardiologiyada yurak yetishmovchiligini (YY) davolashning bosqichma-bosqich rivojlanib borayotgan yondashuvlari, dori vositalaridan tortib murakkab jarrohlik aralashuvlari xususan, yurak transplantatsiyasigacha bo‘lgan zamonaviy terapevtik strategiyalar keng yoritiladi. Maqolada birlamchi diagnostika tamoyillari, NYHA bo‘yicha funksional sinflanishning ahamiyati hamda yurak yetishmovchiligi patofiziologiyasiga asoslangan individual davolash protokollari tahlil qilinadi. Dori vositalari orasida ACE-ingibitorlari, ARB, ARNI (sakubitril/valsartan), beta-blokatorlar, mineralokortikoid retseptor antagonistlari, SGLT2-ingibitorlari kabi asosiy preparatlarning samaradorligi, qo‘llash ko‘rsatmalari va klinik natijalari batafsil yoritiladi. Shuningdek, diuretiklar, ivabradin, digoksin kabi yordamchi terapiyalar va ularning kombinatsiyalangan qo‘llanishi yurak qisqarish fraksiyasi pasaygan (HFrEF) hamda saqlangan (HFpEF) bemorlardagi o‘rni bilan tahlil qilinadi. Interventsiya va apparat texnologiyalari bo‘yicha kardioresinkronizatsion terapiya (CRT), implantatsiya qilinadigan kardioverter-defibrillyatorlar (ICD), LVAD – chap qorincha yordamchi qurilmalari hamda mexanik sirkulyatsiya qo‘llab-quvvatlash tizimlarining afzalliklari, zamonaviy qo‘llanish mezonlari va ularning bemor umr ko‘rish davomiyligiga ta’siri ko‘rib chiqiladi. Maqolada yurak transplantatsiyasi donor tanlash mezonlari, operatsiyani o‘tkazish bosqichlari, rejektsiyaga qarshi immunosupressiv terapiya hamda operatsiyadan keyingi reabilitatsiya protokollari bo‘yicha zamonaviy xalqaro tavsiyalar yoritiladi. Undan tashqari, XX asr oxiri va XXI asr boshidagi kardiologiya yutuqlari, yangi biotexnologik dori vositalari, regenerativ tibbiyot, hujayra terapiyasi va kelajak yo‘nalishlari ham tahliliy tarzda baholanadi. Ushbu maqola zamonaviy yurak yetishmovchiligi davolashining kompleks yondashuvga asoslanganligini, farmakoterapiya, apparat texnologiyalari va transplantatsiya o‘rtasidagi uzviy bog‘liqlikni ko‘rsatib, shifokorlar, kardiologiya rezidentlari va tibbiy tadqiqotchilar uchun amaliy va ilmiy ahamiyatga ega bo‘lgan muhim ma’lumotlarni taqdim etadi.
DOI: 10.5281/zenodo.18490443
title: ZAMONAVIY KARDIALOGIYADA YURAK YETISHMOVCHILIGINI DAVOLASH. DORI VOSITALARIDAN TRANSPLANTATSIYAGACHA

description: Ushbu maqolada zamonaviy kardiologiyada yurak yetishmovchiligini (YY) davolashning bosqichma-bosqich rivojlanib borayotgan yondashuvlari, dori vositalaridan tortib murakkab jarrohlik aralashuvlari xususan, yurak transplantatsiyasigacha bo‘lgan zamonaviy terapevtik strategiyalar keng yoritiladi. Maqolada birlamchi diagnostika tamoyillari, NYHA bo‘yicha funksional sinflanishning ahamiyati hamda yurak yetishmovchiligi patofiziologiyasiga asoslangan individual davolash protokollari tahlil qilinadi. Dori vositalari orasida ACE-ingibitorlari, ARB, ARNI (sakubitril/valsartan), beta-blokatorlar, mineralokortikoid retseptor antagonistlari, SGLT2-ingibitorlari kabi asosiy preparatlarning samaradorligi, qo‘llash ko‘rsatmalari va klinik natijalari batafsil yoritiladi. Shuningdek, diuretiklar, ivabradin, digoksin kabi yordamchi terapiyalar va ularning kombinatsiyalangan qo‘llanishi yurak qisqarish fraksiyasi pasaygan (HFrEF) hamda saqlangan (HFpEF) bemorlardagi o‘rni bilan tahlil qilinadi. Interventsiya va apparat texnologiyalari bo‘yicha kardioresinkronizatsion terapiya (CRT), implantatsiya qilinadigan kardioverter-defibrillyatorlar (ICD), LVAD – chap qorincha yordamchi qurilmalari hamda mexanik sirkulyatsiya qo‘llab-quvvatlash tizimlarining afzalliklari, zamonaviy qo‘llanish mezonlari va ularning bemor umr ko‘rish davomiyligiga ta’siri ko‘rib chiqiladi. Maqolada yurak transplantatsiyasi donor tanlash mezonlari, operatsiyani o‘tkazish bosqichlari, rejektsiyaga qarshi immunosupressiv terapiya hamda operatsiyadan keyingi reabilitatsiya protokollari bo‘yicha zamonaviy xalqaro tavsiyalar yoritiladi. Undan tashqari, XX asr oxiri va XXI asr boshidagi kardiologiya yutuqlari, yangi biotexnologik dori vositalari, regenerativ tibbiyot, hujayra terapiyasi va kelajak yo‘nalishlari ham tahliliy tarzda baholanadi. Ushbu maqola zamonaviy yurak yetishmovchiligi davolashining kompleks yondashuvga asoslanganligini, farmakoterapiya, apparat texnologiyalari va transplantatsiya o‘rtasidagi uzviy bog‘liqlikni ko‘rsatib, shifokorlar, kardiologiya rezidentlari va tibbiy tadqiqotchilar uchun amaliy va ilmiy ahamiyatga ega bo‘lgan muhim ma’lumotlarni taqdim etadi.
DOI: 10.7910/dvn/kt63w6
title: Replication Data for: Trimineralic abalone shells (Haliotis iris Gmelin, 1791) and X-ray diffractometry: a Bayesian model for resolving complex skeletal mineralogy

description: Tri-mineral XRD calibration data and experimental data for abalone shells (&lt;i&gt;Haliotis iris&lt;/i&gt;)
DOI: 10.6084/m9.figshare.31260154
title: Stage Height Inundation Maps (Hanalei GSSHA Model Outputs)

description: These stage height inundation maps were produced as part of Brian Gorberg's dissertation.
DOI: 10.6084/m9.figshare.31260154.v1
title: Stage Height Inundation Maps (Hanalei GSSHA Model Outputs)

description: These stage height inundation maps were produced as part of Brian Gorberg's dissertation.
DOI: 10.15468/dl.htn993
title: Occurrence Download

description: A dataset containing 213424 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is NHMD Entomology Collection"
 ]
}

 The dataset includes 213424 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013199-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.42tx5y
title: Occurrence Download

description: A dataset containing 292 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tupeia antarctica",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 292 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013208-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.79stnn
title: Occurrence Download

description: A dataset containing 4049 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Ecuador, Peru)",
 "TaxonKey is Tremarctos ornatus"
 ]
}

 The dataset includes 4049 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013209-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8hpct
title: Occurrence Download

description: A dataset containing 210773 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "HasCoordinate is true",
 "Year is greater than or equal to 1975",
 "Year is less than or equal to 1979",
 "Geometry POLYGON((-25.0 64.0, 45.0 64.0, 45.0 69.0, -25.0 69.0, -25.0 64.0))"
 ]
}

 The dataset includes 210773 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013179-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18490454
title: HOMILA CHANOG'I BILAN YOTISHIDA TUG'RUQ BIOMEXANIZMI. SOV'YANOV USULI VA USLUBI

description: Mazkur ilmiy maqolada homilaning chanog‘i bilan yotishi (breech presentation) holatida tug‘ruq jarayonining biomexanizmi ilmiy-nazariy jihatdan tahlil qilinadi. Chanog‘ bilan yotish fiziologik bosh bilan yotishga nisbatan kam uchraydi va tug‘ruq jarayonida muayyan asoratlar xavfi bilan kechishi mumkin. Maqolada chanog‘ bilan yotishda tug‘ruq biomexanizmining asosiy bosqichlari, homila tanasining tug‘ruq yo‘llaridan o‘tish mexanizmlari, shuningdek, akusherlik amaliyotida keng qo‘llaniladigan Sov’yanov usuli va uslubining ilmiy asoslari yoritilgan. Tadqiqot zamonaviy akusherlik adabiyotlari va klinik qo‘llanmalar ma’lumotlariga tayanadi.
DOI: 10.5281/zenodo.18490455
title: HOMILA CHANOG'I BILAN YOTISHIDA TUG'RUQ BIOMEXANIZMI. SOV'YANOV USULI VA USLUBI

description: Mazkur ilmiy maqolada homilaning chanog‘i bilan yotishi (breech presentation) holatida tug‘ruq jarayonining biomexanizmi ilmiy-nazariy jihatdan tahlil qilinadi. Chanog‘ bilan yotish fiziologik bosh bilan yotishga nisbatan kam uchraydi va tug‘ruq jarayonida muayyan asoratlar xavfi bilan kechishi mumkin. Maqolada chanog‘ bilan yotishda tug‘ruq biomexanizmining asosiy bosqichlari, homila tanasining tug‘ruq yo‘llaridan o‘tish mexanizmlari, shuningdek, akusherlik amaliyotida keng qo‘llaniladigan Sov’yanov usuli va uslubining ilmiy asoslari yoritilgan. Tadqiqot zamonaviy akusherlik adabiyotlari va klinik qo‘llanmalar ma’lumotlariga tayanadi.
DOI: 10.6084/m9.figshare.30644924
title: Extreme delta - pydeltaRCM models

description: The folder contains the Python codes (.ipynb) to run the pyDeltaRCM models of extreme events impact on delta morphodynamics across five climate regions, along with the modelling results (.nc) presented by the same authors in the manuscript.
DOI: 10.6084/m9.figshare.30644924.v2
title: Extreme delta - pydeltaRCM models

description: The folder contains the Python codes (.ipynb) to run the pyDeltaRCM models of extreme events impact on delta morphodynamics across five climate regions, along with the modelling results (.nc) presented by the same authors in the manuscript.
DOI: 10.6084/m9.figshare.30644924.v1
title: Extreme delta - pydeltaRCM models

description: The folder contains the Python codes (.ipynb) to run the pyDeltaRCM models of extreme events impact on delta morphodynamics across five climate regions, along with the modelling results (.nc) presented by the same authors in the manuscript.
DOI: 10.15468/dl.xejrkg
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vanwykia remota",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 19 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013211-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18436583
title: EnjoyPoomsae: A Pose-Based Taekwondo Poomsae Forms Dataset

description: This dataset, EnjoyPoomsae, contains pose-based skeletal time-series data extracted from Taekwondo Poomsae form executions (Forms 1–4).

The source videos were collected from publicly available online resources and include unconstrained real-world recording conditions such as camera motion, multiple persons in the scene, and varying viewpoints. To ensure consistent subject selection, a multi-stage processing pipeline was applied including human detection, multi-object tracking, and pose estimation. Only one tracked subject per clip was retained.

For each video clip, 2D body keypoints were extracted and converted into temporal sequences. To improve invariance and model robustness, two geometric normalization strategies were applied:





Translation normalization: the nose joint is shifted to the origin (0,0)




Scale normalization: the torso length (shoulder-to-hip distance) is scaled to one



Four dataset variants are provided:





no normalization




translation normalization only




scale normalization only




combined translation and scale normalization



To reduce sequence length and memory requirements while preserving motion structure, temporal frame subsampling with stride=4 was applied during preprocessing.

Each sample is stored as a NumPy NPZ file containing:





X: pose keypoint sequence array (T × D)




y: class label (form ID)



The dataset contains 540 samples with balanced class distribution. Each class is performed by different individuals to improve subject independence.

The full preprocessing, feature extraction, and training pipelines are publicly available in the associated GitHub repository (see Related Works section).
DOI: 10.5281/zenodo.18490463
title: OZOD SHARAFIDDINOV TALQINIDA CHOʻLPON IJODINI ANGLASH MASALASI

description: Mazkur maqolada taniqli adabiyotshunos Ozod Sharafiddinovning “Cho‘lponni anglash” asari asosida buyuk shoir Abdulhamid Sulaymon o‘g‘li Cho‘lpon ijodining badiiy-estetik mohiyati tahlil qilinadi. Tadqiqotda Cho‘lpon ijodining shakllanish bosqichlari, 1920–1927 yillardagi yuksak ijodiy parvozi, shuningdek, shoir shaxsiga va merosiga nisbatan turli davrlarda bildirilgan qarama-qarshi tanqidiy qarashlar yoritiladi. Maqolada, ayniqsa, Cho‘lpon davridagi markscha metodologiya asosida shakllangan baholar bilan Ozod Sharafiddinovning mustaqil estetik yondashuvi o‘rtasidagi farqlar ochib beriladi. Shuningdek, Olim Sharafiddinov (Ayn) va Ozod Sharafiddinov shaxslari o‘rtasidagi farq alohida ta’kidlanib, ilmiy aniqlik kiritiladi.