Context This dataset include all games for PlayStation 4 for the present. I used the truetrophies website to create this dataset. Content You can find 1 datasets : games_data.csv: contend up to date…

Context This dataset is a small snap ( sample) out of ocean-depth entries in the original dataset, which keeps increasing day by day. The purpose of this dataset is to allow fellow Scientists/…

Context While brainstorming ideas for a statistics project for a course last semester, the idea of utilizing data about microbreweries came up. Unfortunately after some exploration and thought, we…

Context Data is collected daily from Our World in Data GitHub repository for covid-19, merged and uploaded. Content The data contains the following information: Country- this is the country for which…

Context Started this for my final year project improved on it during quarantine. Content A mix of used and new car reviews from the year 2000 to 2019 of various brands from edmunds.com. I did not…

Palmer Penguins Dataset The goal of palmerpenguins is to provide a great dataset for data exploration visualization, as an alternative to iris. About the data Data were collected and made available by…

Context With the growing dependency that our society has on the Internet, the amount of data that goes through networks keeps increasing. Network monitoring and analysis of consumption behavior…

Context It's the preprocessed train data from Quora Insincere Questions competition 2018 The original train data is preprocessed to remove stop words, numbers, punctuations, common words and converted…

Context A corporate credit rating expresses the ability of a firm to repay its debt to creditors. Credit rating agencies are the entities responsible to make the assessment and give a verdict. When a…

Mammography is the most effective method for breast cancer screening available today. However, the low positive predictive value of breast biopsy resulting from mammogram interpretation leads to…

Context Projects are a great way to learn data science. So I started my own. The numerous housing data sets on Kaggle were the inspiration for this data set. Predicting housing prices is a simple yet…

Context This dataset was collected by Neha Prerna Tigga and Dr. Shruti Garg of the Department of Computer Science and Engineering, BIT Mesra, Ranchi-835215 for research, non-commercial purposes only.…

Context Chocolate is one of the most popular candies in the world. Each year, residents of the United States collectively eat more than 2.8 billions pounds. However, not all chocolate bars are created…

Context Chocolate is one of the most popular candies in the world. Each year, residents of the United States collectively eat more than 2.8 billions pounds. However, not all chocolate bars are created…

The dataset was created by Angeliki Xifara (angxifara '@' gmail.com, Civil/Structural Engineer) and was processed by Athanasios Tsanas (tsanasthanasis '@' gmail.com, Oxford Centre for Industrial and…

Context The consumer credit department of a bank wants to automate the decisionmaking process for approval of home equity lines of credit. To do this, they will follow the recommendations of the Equal…

Cryptocurrencies Cryptocurrencies are fast becoming rivals to traditional currency across the world. The digital currencies are available to purchase in many different places, making it accessible to…

Context This dataset is meant to complement the Austin Bikesharing Dataset. Content Contains the: Date (YYYY-MM-DD) TempHighF (High temperature, in Fahrenheit) TempAvgF (Average temperature, in…

CryptocurrenciesCryptocurrencies are fast becoming rivals to traditional currency across the world. The digital currencies are available to purchase in many different places, making it accessible to…

ContextThis dataset is meant to complement the Austin Bikesharing Dataset.ContentContains the Date YYYYMMDD TempHighF High temperature, in Fahrenheit TempAvgF Average temperature, in Fahrenheit…

mini insect example dataset # 1

MINI - Birds dataset

mini insect example dataset # 1

MINI - Birds dataset

ContextWhilebrainstormingideasforastatisticsprojectforacourselastsemestertheideaofutilizingdataaboutmicrobreweriescameupUnfortunatelyaftersomeexplorationandthoughtwescrappedtheideabutIvegotthisdatatoshowforitanywayContentDatawasacquiredfromhttpswwwbeermonthclubcomandcontainsinformationaboutbreweriesavailableonthesiteasofOctober1st2019NametypeofbreweryaddresswebsiteandstateareamongthedataincludedCodeusedtoscrapeisavailableathttpsgithubcombrkurzawabrewpubscraperAcknowledgementsThankstobeermonthclubforallowingthebrewpubsectiontobescrapedInspirationThisdataaloneisnttooinspiringbutmaybeitcouldbeusedasthebasisforananalysisprojectthatlooksatinformationsuchasyelpreviewsornumberoflinkstoabreweryswebsite…

ContextAcorporatecreditratingexpressestheabilityofafirmtorepayitsdebttocreditorsCreditratingagenciesaretheentitiesresponsibletomaketheassessmentandgiveaverdictWhenabigcorporationfromtheUSoranywhereintheworldwantstoissueanewbondithiresacreditagencytomakeanassessmentsothatinvestorscanknowhowtrustworthyisthecompanyTheassessmentisbasedespeciallyinthefinancialsindicatorsthatcomefromthebalancesheetSomeofthemostimportantagenciesintheworldareMoodysFitchandStandardandPoorsContentAlistof2029creditratingsissuedbymajoragenciessuchasStandardandPoorstobigUSfirmstradedonNYSEorNasdaqfrom2010to2016Thereare30featuresforeverycompanyofwhich25arefinancialindicatorsTheycanbedividedinLiquidityMeasurementRatioscurrentRatioquickRatiocashRatiodaysOfSalesOutstandingProfitabilityIndicatorRatiosgrossProfitMarginoperatingProfitMarginpretaxProfitMarginnetProfitMargineffectiveTaxRatereturnOnAssetsreturnOnEquityreturnOnCapitalEmployedDebtRatiosdebtRatiodebtEquityRatioOperatingPerformanceRatiosassetTurnoverCashFlowIndicatorRatiosoperatingCashFlowPerSharefreeCashFlowPerSharecashPerShareoperatingCashFlowSalesRatiofreeCashFlowOperatingCashFlowRatioFormoreinformationaboutfinancialindicatorsvisithttpsfinancialmodelingprepcommarketindexesmajormarketsTheadditionalfeaturesareNameSymbolfortradingRatingAgencyNameDateandSectorThedatasetisunbalancedhereisthefrequencyofratingsAAA7AA89A398BBB671BB490B302CCC64CC5C2D1AcknowledgementsThisdatasetwaspossiblethankstofinancialmodelingprepandopendatasoftthesourcesofthedataToseehowthedatawasintegratedandreshapedcheckhereInspirationIsitpossibletoforecasttheratinganagencywillgivetoacompanybasedonitsfinancials…

ContextProjectsareagreatwaytolearndatascienceSoIstartedmyownThenumeroushousingdatasetsonKaggleweretheinspirationforthisdatasetPredictinghousingpricesisasimpleyetinsightfulregressionproblemUnderstandingdatatakestimeandthemorepeopleanalyzeitthefasterthesecretscanbeuncoveredIacquiredthedatabyscrapingImmoScout24amarketplaceforGermanrealestate…

ContextThisdatasetwascollectedbyNehaPrernaTiggaandDrShrutiGargoftheDepartmentofComputerScienceandEngineeringBITMesraRanchi835215forresearchnoncommercialpurposesonlyAnarticleisalsopublishedimplementingthisdatasetFormoreinformationandcitationofthisdatasetpleasereferTiggaNPGargS2020PredictionofType2DiabetesusingMachineLearningClassificationMethodsProcediaComputerScience167706716DOIhttpsdoiorg101016jprocs202003336ContentThereisatotalof952instanceswith17independentpredictorvariablesandonebinarytargetordependentvariableDiabetesAcknowledgementsWewouldliketothankalltheparticipantswhocontributedtowardsthebuildingofthisdatasetInspirationTobuildamachinelearningalgorithmtopredictifapersonhasdiabetesornot…

ContextTheconsumercreditdepartmentofabankwantstoautomatethedecisionmakingprocessforapprovalofhomeequitylinesofcreditTodothistheywillfollowtherecommendationsoftheEqualCreditOpportunityActtocreateanempiricallyderivedandstatisticallysoundcreditscoringmodelThemodelwillbebasedondatacollectedfromrecentapplicantsgrantedcreditthroughthecurrentprocessofloanunderwritingThemodelwillbebuiltfrompredictivemodelingtoolsbutthecreatedmodelmustbesufficientlyinterpretabletoprovideareasonforanyadverseactionsrejectionsContentTheHomeEquitydatasetHMEQcontainsbaselineandloanperformanceinformationfor5960recenthomeequityloansThetargetBADisabinaryvariableindicatingwhetheranapplicanteventuallydefaultedorwasseriouslydelinquentThisadverseoutcomeoccurredin1189cases20Foreachapplicant12inputvariableswererecordedAcknowledgementsInspirationWhatifyoucanpredictclientswhodefaultontheirloans…

CryptocurrenciesCryptocurrenciesarefastbecomingrivalstotraditionalcurrencyacrosstheworldThedigitalcurrenciesareavailabletopurchaseinmanydifferentplacesmakingitaccessibletoeveryoneandwithretailersacceptingvariouscryptocurrenciesitcouldbeasignthatmoneyasweknowitisabouttogothroughamajorchangeInadditiontheblockchaintechnologyonwhichmanycryptocurrenciesarebasedwithitsrevolutionarydistributeddigitalbackbonehasmanyotherpromisingapplicationsImplementationsofsecuredecentralizedsystemscanaidusinconqueringorganizationalissuesoftrustandsecuritythathaveplaguedoursocietythroughouttheagesIneffectwecanfundamentallydisruptindustriescoretoeconomiesbusinessesandsocialstructureseliminatinginefficiencyandhumanerrorContentThedatasetcontainsallhistoricaldailypricesopenhighlowcloseforallcryptocurrencieslistedonCoinMarketCapAcknowledgementsEveryCryptocurrencyDailyMarketPriceIinitiallydevelopedkernelsforthisdatasetbeforemakingmyownscraperanddatasetsothatIcouldkeepitregularlyupdatedCoinMarketCapForthedata…

ContextThisdatasetismeanttocomplementtheAustinBikesharingDatasetContentContainstheDateYYYYMMDDTempHighFHightemperatureinFahrenheitTempAvgFAveragetemperatureinFahrenheitTempLowFLowtemperatureinFahrenheitDewPointHighFHighdewpointinFahrenheitDewPointAvgFAveragedewpointinFahrenheitDewPointLowFLowdewpointinFahrenheitHumidityHighPercentHighhumidityasapercentageHumidityAvgPercentAveragehumidityasapercentageHumidityLowPercentLowhumidityasapercentageSeaLevelPressureHighInchesHighsealevelpressureininchesSeaLevelPressureAvgInchesAveragesealevelpressureininchesSeaLevelPressureLowInchesLowsealevelpressureininchesVisibilityHighMilesHighvisibilityinmilesVisibilityAvgMilesAveragevisibilityinmilesVisibilityLowMilesLowvisibilityinmilesWindHighMPHHighwindspeedinmilesperhourWindAvgMPHAveragewindspeedinmilesperhourWindGustMPHHighestwindspeedgustinmilesperhourPrecipitationSumInchesTotalprecipitationininchesTifTraceEventsAdverseweathereventsifNoneThisdatasetcontainsdataforeverydatefrom20131221to20170731AcknowledgementsThisdatasetwasobtainedfromWeatherUndergroundcomattheAustinKATTstationInspirationCanweusethisdatasettoexplainsomeofthevariationintheAustinBikesharingDataset…

ThedatahasbeenreleasedbySDSNandextractedbyPromptCloudscustomwebcrawlingsolutionContextTheWorldHappinessReportisalandmarksurveyofthestateofglobalhappinessthatranks156countriesbyhowhappytheircitizensperceivethemselvestobeThisyearsWorldHappinessReportfocusesonhappinessandthecommunityhowhappinesshasevolvedoverthepastdozenyearswithafocusonthetechnologiessocialnormsconflictsandgovernmentpoliciesthathavedriventhosechangesContentWhatisDystopiaDystopiaisanimaginarycountrythathastheworldsleasthappypeopleThepurposeinestablishingDystopiaistohaveabenchmarkagainstwhichallcountriescanbefavorablycomparednocountryperformsmorepoorlythanDystopiaintermsofeachofthesixkeyvariablesthusallowingeachsubbartobeofpositiveorzeroinsixinstanceswidthThelowestscoresobservedforthesixkeyvariablesthereforecharacterizeDystopiaSincelifewouldbeveryunpleasantinacountrywiththeworldslowestincomeslowestlifeexpectancylowestgenerositymostcorruptionleastfreedomandleastsocialsupportitisreferredtoasDystopiaincontrasttoUtopiaWhataretheresidualsTheresidualsorunexplainedcomponentsdifferforeachcountryreflectingtheextenttowhichthesixvariableseitheroverorunderexplainaverage20162018lifeevaluationsTheseresidualshaveanaveragevalueofapproximatelyzerooverthewholesetofcountriesFigure27showstheaverageresidualforeachcountryiftheequationinTable21isappliedtoaverage20162018dataforthesixvariablesinthatcountryWecombinetheseresidualswiththeestimateforlifeevaluationsinDystopiasothatthecombinedbarwillalwayshavepositivevaluesAscanbeseeninFigure27althoughsomelifeevaluationresidualsarequitelargeoccasionallyexceedingonepointonthescalefrom0to10theyarealwaysmuchsmallerthanthecalculatedvalueinDystopiawheretheaveragelifeisratedat188onthe0to10scaleTable7oftheonlineStatisticalAppendix1forChapter2putstheDystopiaplusresidualblockattheleftsideandalsodrawstheDystopialinemakingiteasytocomparethesignsandsizesoftheresidualsindifferentcountriesWhydoweusethesesixfactorstoexplainlifeevaluationsThevariablesusedreflectwhathasbeenbroadlyfoundintheresearchliteraturetobeimportantinexplainingnationalleveldifferencesinlifeevaluationsSomeimportantvariablessuchasunemploymentorinequalitydonotappearbecausecomparableinternationaldataarenotyetavailableforthefullsampleofcountriesThevariablesareintendedtoillustrateimportantlinesofcorrelationratherthantoreflectcleancausalestimatessincesomeofthedataaredrawnfromthesamesurveysourcessomearecorrelatedwitheachotherorwithotherimportantfactorsforwhichwedonothavemeasuresandinseveralinstancestherearelikelytobetwowayrelationsbetweenlifeevaluationsandthechosenvariablesforexamplehealthypeopleareoverallhappierbutasChapter4intheWorldHappinessReport2013demonstratedhappierpeopleareoverallhealthierInStatisticalAppendix1ofWorldHappinessReport2018weassessedthepossibleimportanceofusingexplanatorydatafromthesamepeoplewhoselifeevaluationsarebeingexplainedWedidthisbyrandomlydividingthesamplesintotwogroupsandusingtheaveragevaluesforegfreedomgleanedfromonegrouptoexplainthelifeevaluationsoftheothergroupThisloweredtheeffectsbutonlyveryslightlyeg2to3assuringusthatusingdatafromthesameindividualsisnotseriouslyaffectingtheresultsDatasourcehttpworldhappinessreported2019MoresuchdatasetscanbedownloadedfromDataStock…

Context While brainstorming ideas for a statistics project for a course last semester, the idea of utilizing data about microbreweries came up. Unfortunately after some exploration and thought, we…

Context Recent growing interest in cryptocurrencies, specifically as a speculative investment vehicle, has sparked global conversation over the past 12 months. Although this data is available across…

Context The dataset comes from one of the most important parts of a mining process: a flotation plant The main goal is to use this data to predict how much impurity is in the ore concentrate. As this…

Context Interested in the Indian startup ecosystem just like me Wanted to know what type of startups are getting funded in the last few years Wanted to know who are the important investors Wanted to…

Content The dataset is an amalgamation of: data that was scraped, which comprised a comprehensive list of movies available on various streaming platforms IMDb dataset Inspiration Which streaming…

Content This dataset is a record of 7 common different fish species in fish market sales. With this dataset, a predictive model can be performed using machine friendly data and estimate the weight of…

Hello My name is Ben Roshan D, doing MBA in Business Analytics at Jain University Bangalore . We have practical sessions in Python,R as subjects. Faculties provide us with such data sets to work on…

Context Craigslist is the world's largest collection of used vehicles for sale, yet it's very difficult to collect all of them in the same place. I built a scraper for a school project and expanded…

Context Craigslist is the world's largest collection of used vehicles for sale, yet it's very difficult to collect all of them in the same place. I built a scraper for a school project and expanded…

Description This is a countrywide car accident dataset, which covers 49 states of the USA. The accident data are collected from February 2016 to Dec 2020, using two APIs that provide streaming traffic…

()[]

DataSample

//Add the description.md of the data file PhosphoproteinChallenge_DREAM3 Human normal and cancer hepatocytes (cell line HepG2s) were treated with 7 stimuli (Table 1a) that are relevant to hepatocyte…

//Add the description.md of the data file pair0005 Cause-effect is a growing database with two-variable cause-effect pairs created at Max-Planck-Institute for Biological Cybernetics in Tuebingen,…

//Add the description.md of the data file pair0004 Cause-effect is a growing database with two-variable cause-effect pairs created at Max-Planck-Institute for Biological Cybernetics in Tuebingen,…

//Add the description.md of the data file pair0003 Cause-effect is a growing database with two-variable cause-effect pairs created at Max-Planck-Institute for Biological Cybernetics in Tuebingen,…

//Add the description.md of the data file pair0002 Cause-effect is a growing database with two-variable cause-effect pairs created at Max-Planck-Institute for Biological Cybernetics in Tuebingen,…

//Add the description.md of the data file pair0001 Information for pairs0001: DWD data (Deutscher Wetterdienst) data was taken at 349 stations taken from…

//Add the description.md of the data file Graph_Inference_Dataset Goudet, Olivier, 2017, "Graph inference datasets. Replication Data for: "Learning Functional Causal Models with Generative Neural…

//Add the description.md of the data file PhosphoproteinChallenge_DREAM3 Human normal and cancer hepatocytes (cell line HepG2s) were treated with 7 stimuli (Table 1a) that are relevant to hepatocyte…

//Add the description.md of the data file Graph_Inference_Dataset Goudet, Olivier, 2017, "Graph inference datasets. Replication Data for: "Learning Functional Causal Models with Generative Neural…

//Add the description.md of the data file PhosphoproteinChallenge_DREAM3 Human normal and cancer hepatocytes (cell line HepG2s) were treated with 7 stimuli (Table 1a) that are relevant to hepatocyte…

//Add the description.md of the data file Graph_Inference_Dataset Goudet, Olivier, 2017, "Graph inference datasets. Replication Data for: "Learning Functional Causal Models with Generative Neural…

aasdasda

admet-bbb training data

wine

wine-quality data for testing in automl-benchmark

Data shows the downlink goodput for unicast and multicast transmissions with different group sizes and network loads on an IEEE 802.11ac network simulated on NS-3. Different IEEE 802.11aa GATS are…

#StudentPerfromance

Data shows the downlink goodput for unicast and multicast transmissions with different group sizes and network loads on an IEEE 802.11ac network simulated on NS-3. Different IEEE 802.11aa GATS are…

18ProductivityPrediction

1

22SafetyBehaviouDuringCOVID-19

19Realestatevaluation

18ProductivityPrediction

17OnlineShoppersPurchasingIntention

26InternationalstudentsinChina-Province

25InternationalstudentsinChina-Country

24InternationalstudentsinChina-Continent

19SemesterResult

17StudentTimeManagement

Data shows the downlink goodput for unicast and multicast transmissions with different group sizes and network loads on an IEEE 802.11ac network simulated on NS-3. Different IEEE 802.11aa GATS are…

Data shows the downlink goodput for unicast and multicast transmissions with different group sizes and network loads on an IEEE 802.11ac network simulated on NS-3. Different IEEE 802.11aa GATS are…

Data shows the downlink goodput for unicast and multicast transmissions with different group sizes and network loads on an IEEE 802.11ac network simulated on NS-3. Different IEEE 802.11aa GATS are…

Data shows the downlink goodput for unicast and multicast transmissions with different group sizes and network loads on an IEEE 802.11ac network simulated on NS-3. Different IEEE 802.11aa GATS are…

33

Data shows the downlink goodput for unicast and multicast transmissions with different group sizes and network loads on an IEEE 802.11ac network simulated on NS-3. Different IEEE 802.11aa GATS are…

Sell by day

The data contains information on 21263 superconductors. The first 81 columns contain extracted features and the 82nd column contains the critical temperature which is used as the target variable. The…

Real-world data set about the perching behaviour of two species of lizards in the South Bimini island, from Shoener (1968). The lizards data set contains the following variables: Species (the species…

A Gold Standard of ~4,400 questions, answers, and comments from Stack Overflow, manually annotated for polarity. The dataset has been used for developing the EMTk toolkit for polarity detection from…

Insurance is a network for evaluating car insurance risks. The insurance data set contains the following 27 variables: GoodStudent (good student): a two-level factor with levels False and True. Age…

Hailfinder is a Bayesian network designed to forecast severe summer hail in northeastern Colorado. The hailfinder data set contains the following 56 variables: N07muVerMo (10.7mu vertical motion): a…

Probable risk factors for coronary thrombosis, comprising data from 1841 men. The coronary data set contains the following 6 variables: Smoking (smoking): a two-level factor with levels no and yes. M.…

A synthetic dataset from Lauritzen and Spiegelhalter (1988) about lung diseases (tuberculosis, lung cancer or bronchitis) and visits to Asia. A data frame with 5000 rows and 8 binary variables: D…

The ALARM ("A Logical Alarm Reduction Mechanism") is a Bayesian network designed to provide an alarm message system for patient monitoring. The alarm data set contains the following 37 variables: CVP…

A Gold Standard of ~4,400 questions, answers, and comments from Stack Overflow, manually annotated for polarity. The dataset has been used for developing the EMTk toolkit for polarity detection from…

A Gold Standard of ~4,400 questions, answers, and comments from Stack Overflow, manually annotated for polarity. The dataset has been used for developing the EMTk toolkit for polarity detection from…

A Gold Standard of ~4,400 questions, answers, and comments from Stack Overflow, manually annotated for polarity. The dataset has been used for developing the EMTk toolkit for polarity detection from…

25 personality self report items taken from the International Personality Item Pool (ipip.ori.org) were included as part of the Synthetic Aperture Personality Assessment (SAPA) web based personality…

This data set measures the running time of a matrix-matrix product $A \times B = C$, where all matrices have size 2048 x 2048, using a parameterizable *SGEMM GPU* (Single Precision General Matrix…

The ACSIncome dataset is one of five datasets created by Ding et al. as an improved alternative to the popular UCI Adult dataset. The authors compiled data from the American Community Survey (ACS)…

ACSPublicCoverage dataset reproduced from this paper: https://arxiv.org/pdf/2108.04884.pdf.

The dataset was reproduced following instructions from this paper: https://arxiv.org/pdf/2108.04884.pdf. The data originates from ACS PUMS.

The ACSIncome dataset is one of five datasets created by Ding et al. as an improved alternative to the popular UCI Adult dataset. The authors compiled data from the American Community Survey (ACS)…

The ACSIncome dataset is one of five datasets created by Ding et al. as an improved alternative to the popular UCI Adult dataset. The authors compiled data from the American Community Survey (ACS)…

Car buying information

une description test