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Data Science with OpenStreetMap and Wikidata

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No logo availableFOSS4G
Logo of Open Source Geospatial Foundation (OSGeo)Open Source Geospatial Foundation (OSGeo)
 Janakiev, Nikolai

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Data Science with OpenStreetMap and Wikidata
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295
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CC Attribution 3.0 Germany:
You are free to use, adapt and copy, distribute and transmit the work or content in adapted or unchanged form for any legal purpose as long as the work is attributed to the author in the manner specified by the author or licensor.
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This talk will be about how to use OpenStreetMap and Wikidata in common data science questions using Python. We will go through the similarities and differences between OpenStreetMap and Wikidata, explore the structure of both data sets and go through some key figures and statistics. The goal is to provide a birds-eye perspective including a practical outlook. Some results will be presented in various ways the data sets could be utilized to fuel further data analysis.
Keywords
00:00
Wave packetOpen setSign (mathematics)Level (video gaming)Goodness of fitLecture/Conference
00:29
Computer fontMereologyElement (mathematics)Digital photographyInformationTexture mappingComputer iconAreaMeta elementFinitary relationNormed vector spaceGraph (mathematics)Lemma (mathematics)Category of beingStatement (computer science)Service (economics)Formal languageNumberSource codePoint (geometry)Vertex (graph theory)Total S.A.Computational physicsStatisticsIntegrated development environmentLaptopInteractive televisionDatabaseFile formatCuboidProjective planeDifferent (Kate Ryan album)LaptopFormal languageSampling (statistics)MereologyExtension (kinesiology)Integrated development environmentConnected spacePresentation of a groupElement (mathematics)Category of beingGreatest elementCodePublic domainQuery languageTheoryPattern recognitionSource codePattern languageAreaLibrary (computing)Theory of relativityTurbo-CodeBitComputer-assisted translationType theoryTable (information)Data conversionInstance (computer science)Service (economics)Point (geometry)Line (geometry)Data structureLoginInsertion lossInformationRobotString (computer science)Intrusion detection systemNumberGraph (mathematics)Pointer (computer programming)Slide rulePermanentMetadataStatisticsKey (cryptography)Queue (abstract data type)Data analysisPredictabilityMathematical analysisOpen setDrop (liquid)Classical physicsChainSet (mathematics)Order (biology)Level (video gaming)WebsiteTunisNeuroinformatikState of matterAmenable groupIdeal (ethics)Sign (mathematics)Statement (computer science)Sample (statistics)WindowComputer fontGrass (card game)Uniform resource locatorSquare numberComputer animation
09:29
Library (computing)Mathematical analysisExtension (kinesiology)Operations researchGeometryNumerical analysisData analysisPhysical systemLaptopInteractive televisionIntegrated development environmentDatabaseFile formatElement (mathematics)Cluster analysisCategory of beingInstance (computer science)Convex hullFormal grammarWebsiteFrequencyHistogramQuery languageMenu (computing)Computer-generated imageryWikiBounded variationConsistencyHypothesisRule of inferenceComplete metric spacePredictionPlot (narrative)MedianStreaming mediaDistribution (mathematics)Open setMereologyMedical imagingLibrary (computing)Focus (optics)Mathematical analysisDifferent (Kate Ryan album)Pattern languageProjective planeBounded variationWeb-DesignerTable (information)CountingAmenable groupElectronic signatureInstance (computer science)Shader <Informatik>Complete metric spaceScaling (geometry)Linear regressionVisualization (computer graphics)Pairwise comparisonSet (mathematics)DialectHypothesisGoodness of fitRule of inferenceElement (mathematics)Sinc functionLevel (video gaming)Multiplication signInformationWebsiteAdditionBitCategory of beingAreaSocial classUniform resource locatorPoint (geometry)BuildingP-valueTwitterInternetworkingState observerSoftware developerDesign by contractState of matterPiMachine visionKey (cryptography)Software development kitData analysisNP-hardGreatest element
18:29
Complete metric spacePlot (narrative)Link (knot theory)Slide ruleUser-generated contentKnowledge baseSocial classMultiplication signMathematicsHill differential equationAttribute grammarMeasurementProjective planeSet (mathematics)Link (knot theory)Complete metric spaceTime zoneArmComputer animationLecture/Conference
20:22
Uniform resource locatorLevel (video gaming)Multiplication signWebsiteLecture/Conference
20:57
CuboidWeb pageQuery languageInformationCore dumpSoftware testingProjective planeFormal languageDifferent (Kate Ryan album)DialectMultiplication signCASE <Informatik>Frame problemGeometryLaptopCarry (arithmetic)ArmLevel (video gaming)Open setScaling (geometry)VideoconferencingLecture/Conference
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