Upload dataset_42737_croissant.json

dataset_42737_croissant.json

@@ -0,0 +1,1483 @@
+{
+    "@context": {
+        "@language": "en",
+        "@vocab": "https://schema.org/",
+        "citeAs": "cr:citeAs",
+        "column": "cr:column",
+        "conformsTo": "dct:conformsTo",
+        "cr": "http://mlcommons.org/croissant/",
+        "rai": "http://mlcommons.org/croissant/RAI/",
+        "data": {
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+    "@type": "sc:Dataset",
+    "citeAs": "Peeters, Sven, Vitalik Melnikov, and Eyke Hüllermeier. Performance Prediction for Hardware–Software Configurations: A Case Study for Video Games. Advances in Intelligent Data Analysis XIX: 19th International Symposium on Intelligent Data Analysis, IDA 2021, Porto, Portugal, April 26–28, 2021, Proceedings. Springer Nature.",
+    "conformsTo": "http://mlcommons.org/croissant/1.0",
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+            "@type": "sc:Person",
+            "name": "Sven Peeters"
+        }
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+    "dateCreated": "2020-11-20T18:42:57",
+    "datePublished": "2020-06-28T00:00:00",
+    "description": "**Author**: Sven Peeters  \n**Source**: userbenchmark.com, fpsbenchmark.com, techpowerup.com - June 2020  \n**Please cite**: TBA\n\n# Achieved Frames per Second (FPS) in video games\n\nThis dataset contains FPS measurement of video games executed on computers. Each row of the dataset describes the outcome of FPS measurement (outcome is attribute FPS) for a video game executed on a computer. A computer is characterized by the CPU and the GPU. For both the name is resolved to technical specifications (features starting with Cpu and Gpu). The technical specification of CPU and GPU are technical specification that describe the factory state of the respective component. The game is characterized by the name, the displayed resolution, and the quality setting that was adjusted during the measurement (features starting with Game). In the following there is a short descriptions of the data sources and a description for each feature in the dataset.\n\n## Source of Data\n\nThe measurements are gathered from the webpages userbenchmark.com and fpsbenchmark.com. The source of each measurement is indicated by the attribute dataset wich takes the value userbenchmark or fpsbenchmark. For userbenchmark the FPS values are extracted from the published histograms. Hence, the FPS values are binned to bins with width 10 starting at 10 and there are multiple measurements for the same computer and software configuration (CpuName, GpuName, GameName, GameSetting, GameResolution, Dataset). The technical specifications are gathered from the webpage techpowerup.com. All FPS measurements and technical specifications were crawled in June 2020.\n\n## Description of the technical features\n\n### CPU (Central Processing Unit)\n\n* CpuNumberOfCores: number of physical cores \n* CpuNumberOfThreads: number of threads\n* CpuBaseClock: base clock in Mhz\n* CpuCacheL1: total size of level 1 cache in kB \n* CpuCacheL2: total size of level 2 cache in kB \n* CpuCacheL3: total size of level 3 cache in MB\n* CpuDieSize: physical size of the die in square meter\n* CpuFrequency: frequency in Mhz\n* CpuMultiplier: multiplier of Cpu\n* CpuMultiplierUnlocked: 0=multiplier locked, 1=multiplier unlocked \n* CpuProcessSize: used process size in nanometer \n* CpuSMPNumberOfCpus: number of symmetric multiprocessors\n* CpuTDP: thermal design power in watt\n* CpuTransistors: count of transistors in million\n* CpuTurbo Clock: turbo clock in Mhz\n\n### GPU (Graphics Processing Unit)\n\n* GpuBandwidth: bandwidth in MB/s \n* GpuBaseClock: base clock in MHz\n* GpuBoostClock: boost clock in MHz \n* GpuComputeUnits: number of computing units\n* GpuDieSize: physical size of die in square meter \n* GpuNumberOfExecutionUnits: number of execution units \n* GpuFP32Performance: theoretical Float 32 performance in MFLOP/s \n* GpuMemoryBus: width of memory bus in bits\n* GpuMemorySize: size of memory in MB \n* GpuPixelRate: theoretical pixel rate in MPixel/s \n* GpuProcessSize:  used process size in nanometer \n* GpuNumberOfROPs: number of render output units\n* GpuNumberOfShadingUnits: number of shading units\n* GpuNumberOfTMUs: number of texture mapping units \n* GpuTextureRate: theoretical texture rate in KTexel/s\n* GpuTransistors: number of transistors in million\n* GpuArchitecture: architecture code\n* GpuMemoryType: memory type\n* GpuBusInterface: bus interface\n* GpuOpenCL: version of OpenCL\n* GpuShaderModel: version of shader model\n* GpuVulkan: version of Vulkan \n* GpuOpenGL: version of OpenGL\n\n### Game\n\n* GameName: name \n* GameResolution: resolution \n* GameSetting: quality setting \n\n### Dataset indicator and Target\n\n* Dataset: indicator for the source of measurement \n* FPS: FPS value",
+    "isAccessibleForFree": true,
+    "keywords": [
+        "FPS",
+        "Machine Learning",
+        "Performance Prediction",
+        "Video Games"
+    ],
+    "license": "CC_BY",
+    "name": "fps-in-video-games",
+    "url": "https://www.openml.org/search?type=data&id=42737",
+    "version": 1,
+    "distribution": [
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+            "@id": "data-file",
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+            "description": "Data file belonging to the dataset.",
+            "contentUrl": "https://api.openml.org/data/v1/download/22044773/fps-in-video-games.arff",
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+            "@id": "enumerations/GpuArchitecture",
+            "name": "GpuArchitecture",
+            "description": "Possible values for GpuArchitecture",
+            "dataType": "sc:Enumeration",
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+            "data": [
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+                    "value": "Curie"
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+                    "value": "GCN 1.0"
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+                    "value": "Generation 7.0"
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+                {
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+                },
+                {
+                    "value": "Kepler 2.0"
+                },
+                {
+                    "value": "Maxwell"
+                },
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+                    "value": "Maxwell 2.0"
+                },
+                {
+                    "value": "Pascal"
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+                },
+                {
+                    "value": "RDNA 1.0"
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+                {
+                    "value": "TeraScale"
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+                {
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+                },
+                {
+                    "value": "Tesla"
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+                {
+                    "value": "Tesla 2.0"
+                },
+                {
+                    "value": "Turing"
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+                {
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+            "@id": "enumerations/GpuBus_nterface",
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+                }
+            ],
+            "data": [
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+                    "value": "AGP 8x"
+                },
+                {
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+                },
+                {
+                    "value": "MXM"
+                },
+                {
+                    "value": "MXM-A (3.0)"
+                },
+                {
+                    "value": "MXM-B (3.0)"
+                },
+                {
+                    "value": "MXM-I"
+                },
+                {
+                    "value": "MXM-II"
+                },
+                {
+                    "value": "PCI"
+                },
+                {
+                    "value": "PCIe 1.0 x16"
+                },
+                {
+                    "value": "PCIe 2.0 x1"
+                },
+                {
+                    "value": "PCIe 2.0 x16"
+                },
+                {
+                    "value": "PCIe 2.0 x8"
+                },
+                {
+                    "value": "PCIe 3.0 x1"
+                },
+                {
+                    "value": "PCIe 3.0 x16"
+                },
+                {
+                    "value": "PCIe 3.0 x4"
+                },
+                {
+                    "value": "PCIe 3.0 x8"
+                },
+                {
+                    "value": "PCIe 4.0 x16"
+                }
+            ]
+        },
+        {
+            "@type": "cr:RecordSet",
+            "@id": "enumerations/GpuDirectX",
+            "name": "GpuDirectX",
+            "description": "Possible values for GpuDirectX",
+            "dataType": "sc:Enumeration",
+            "field": [
+                {
+                    "@type": "cr:Field",
+                    "@id": "enumerations/GpuDirectX/value",
+                    "name": "value",
+                    "description": "The value of GpuDirectX.",
+                    "dataType": "sc:Text"
+                }
+            ],
+            "data": [
+                {
+                    "value": "10.0"
+                },
+                {
+                    "value": "10.1"
+                },
+                {
+                    "value": "11.1"
+                },
+                {
+                    "value": "11.2"
+                },
+                {
+                    "value": "12"
+                },
+                {
+                    "value": "12 Ultimate"
+                },
+                {
+                    "value": "9.0b"
+                },
+                {
+                    "value": "9.0c"
+                }
+            ]
+        },
+        {
+            "@type": "cr:RecordSet",
+            "@id": "enumerations/GpuMemoryType",
+            "name": "GpuMemoryType",
+            "description": "Possible values for GpuMemoryType",
+            "dataType": "sc:Enumeration",
+            "field": [
+                {
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+                    "@id": "enumerations/GpuMemoryType/value",
+                    "name": "value",
+                    "description": "The value of GpuMemoryType.",
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+            "data": [
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+                    "value": "DDR2"
+                },
+                {
+                    "value": "DDR3"
+                },
+                {
+                    "value": "GDDR3"
+                },
+                {
+                    "value": "GDDR5"
+                },
+                {
+                    "value": "GDDR5X"
+                },
+                {
+                    "value": "GDDR6"
+                },
+                {
+                    "value": "HBM"
+                },
+                {
+                    "value": "HBM2"
+                }
+            ]
+        },
+        {
+            "@type": "cr:RecordSet",
+            "@id": "enumerations/GpuOpenCL",
+            "name": "GpuOpenCL",
+            "description": "Possible values for GpuOpenCL",
+            "dataType": "sc:Enumeration",
+            "field": [
+                {
+                    "@type": "cr:Field",
+                    "@id": "enumerations/GpuOpenCL/value",
+                    "name": "value",
+                    "description": "The value of GpuOpenCL.",
+                    "dataType": "sc:Text"
+                }
+            ],
+            "data": [
+                {
+                    "value": "1"
+                },
+                {
+                    "value": "1.1"
+                },
+                {
+                    "value": "1.2"
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+                {
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+        {
+            "@type": "cr:RecordSet",
+            "@id": "enumerations/GpuOpenGL",
+            "name": "GpuOpenGL",
+            "description": "Possible values for GpuOpenGL",
+            "dataType": "sc:Enumeration",
+            "field": [
+                {
+                    "@type": "cr:Field",
+                    "@id": "enumerations/GpuOpenGL/value",
+                    "name": "value",
+                    "description": "The value of GpuOpenGL.",
+                    "dataType": "sc:Text"
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+            ],
+            "data": [
+                {
+                    "value": "2"
+                },
+                {
+                    "value": "2.1"
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+                {
+                    "value": "3.3"
+                },
+                {
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+                },
+                {
+                    "value": "4.3"
+                },
+                {
+                    "value": "4.4"
+                },
+                {
+                    "value": "4.6"
+                }
+            ]
+        },
+        {
+            "@type": "cr:RecordSet",
+            "@id": "enumerations/GpuShaderModel",
+            "name": "GpuShaderModel",
+            "description": "Possible values for GpuShaderModel",
+            "dataType": "sc:Enumeration",
+            "field": [
+                {
+                    "@type": "cr:Field",
+                    "@id": "enumerations/GpuShaderModel/value",
+                    "name": "value",
+                    "description": "The value of GpuShaderModel.",
+                    "dataType": "sc:Text"
+                }
+            ],
+            "data": [
+                {
+                    "value": "3"
+                },
+                {
+                    "value": "4"
+                },
+                {
+                    "value": "4.1"
+                },
+                {
+                    "value": "5"
+                },
+                {
+                    "value": "5.1"
+                },
+                {
+                    "value": "6"
+                },
+                {
+                    "value": "6.3"
+                },
+                {
+                    "value": "6.4"
+                },
+                {
+                    "value": "6.5"
+                }
+            ]
+        },
+        {
+            "@type": "cr:RecordSet",
+            "@id": "enumerations/GpuVulkan",
+            "name": "GpuVulkan",
+            "description": "Possible values for GpuVulkan",
+            "dataType": "sc:Enumeration",
+            "field": [
+                {
+                    "@type": "cr:Field",
+                    "@id": "enumerations/GpuVulkan/value",
+                    "name": "value",
+                    "description": "The value of GpuVulkan.",
+                    "dataType": "sc:Text"
+                }
+            ],
+            "data": [
+                {
+                    "value": "1.1.103"
+                },
+                {
+                    "value": "1.1.125"
+                },
+                {
+                    "value": "1.1.126"
+                },
+                {
+                    "value": "1.1.80"
+                },
+                {
+                    "value": "1.1.97"
+                },
+                {
+                    "value": "1.2.131"
+                }
+            ]
+        },
+        {
+            "@type": "cr:RecordSet",
+            "@id": "enumerations/GameName",
+            "name": "GameName",
+            "description": "Possible values for GameName",
+            "dataType": "sc:Enumeration",
+            "field": [
+                {
+                    "@type": "cr:Field",
+                    "@id": "enumerations/GameName/value",
+                    "name": "value",
+                    "description": "The value of GameName.",
+                    "dataType": "sc:Text"
+                }
+            ],
+            "data": [
+                {
+                    "value": "airMechStrike"
+                },
+                {
+                    "value": "apexLegends"
+                },
+                {
+                    "value": "arkSurvivalEvolved"
+                },
+                {
+                    "value": "aWayOut"
+                },
+                {
+                    "value": "battlefield1"
+                },
+                {
+                    "value": "battlefield4"
+                },
+                {
+                    "value": "battletech"
+                },
+                {
+                    "value": "callOfDutyBlackOps4"
+                },
+                {
+                    "value": "callOfDutyWW2"
+                },
+                {
+                    "value": "counterStrikeGlobalOffensive"
+                },
+                {
+                    "value": "destiny2"
+                },
+                {
+                    "value": "dota2"
+                },
+                {
+                    "value": "farCry5"
+                },
+                {
+                    "value": "fortnite"
+                },
+                {
+                    "value": "frostpunk"
+                },
+                {
+                    "value": "grandTheftAuto5"
+                },
+                {
+                    "value": "leagueOfLegends"
+                },
+                {
+                    "value": "minecraft"
+                },
+                {
+                    "value": "overwatch"
+                },
+                {
+                    "value": "pathOfExile"
+                },
+                {
+                    "value": "playerUnknownsBattlegrounds"
+                },
+                {
+                    "value": "radicalHeights"
+                },
+                {
+                    "value": "rainbowSixSiege"
+                },
+                {
+                    "value": "rocketLeague"
+                },
+                {
+                    "value": "rust"
+                },
+                {
+                    "value": "seaOfThieves"
+                },
+                {
+                    "value": "starcraft2"
+                },
+                {
+                    "value": "totalWar3Kingdoms"
+                },
+                {
+                    "value": "warframe"
+                },
+                {
+                    "value": "worldOfTanks"
+                }
+            ]
+        },
+        {
+            "@type": "cr:RecordSet",
+            "@id": "enumerations/GameSetting",
+            "name": "GameSetting",
+            "description": "Possible values for GameSetting",
+            "dataType": "sc:Enumeration",
+            "field": [
+                {
+                    "@type": "cr:Field",
+                    "@id": "enumerations/GameSetting/value",
+                    "name": "value",
+                    "description": "The value of GameSetting.",
+                    "dataType": "sc:Text"
+                }
+            ],
+            "data": [
+                {
+                    "value": "high"
+                },
+                {
+                    "value": "low"
+                },
+                {
+                    "value": "max"
+                },
+                {
+                    "value": "med"
+                }
+            ]
+        },
+        {
+            "@type": "cr:RecordSet",
+            "@id": "enumerations/Dataset",
+            "name": "Dataset",
+            "description": "Possible values for Dataset",
+            "dataType": "sc:Enumeration",
+            "field": [
+                {
+                    "@type": "cr:Field",
+                    "@id": "enumerations/Dataset/value",
+                    "name": "value",
+                    "description": "The value of Dataset.",
+                    "dataType": "sc:Text"
+                }
+            ],
+            "data": [
+                {
+                    "value": "fpsbenchmark"
+                },
+                {
+                    "value": "userbenchmark"
+                }
+            ]
+        },
+        {
+            "@type": "cr:RecordSet",
+            "name": "data-file-description",
+            "description": "Listing the fields of the data.",
+            "field": [
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/0-CpuName",
+                    "name": "CpuName",
+                    "description": "CpuName - a field - this field is configured as an enumeration, but the enumeration is omitted because there are too many values.",
+                    "dataType": "sc:Text",
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "CpuName"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/1-CpuNumberOfCores",
+                    "name": "CpuNumberOfCores",
+                    "description": "CpuNumberOfCores - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "CpuNumberOfCores"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/2-CpuNumberOfThreads",
+                    "name": "CpuNumberOfThreads",
+                    "description": "CpuNumberOfThreads - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "CpuNumberOfThreads"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/3-CpuBaseClock",
+                    "name": "CpuBaseClock",
+                    "description": "CpuBaseClock - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "CpuBaseClock"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/4-CpuCacheL1",
+                    "name": "CpuCacheL1",
+                    "description": "CpuCacheL1 - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "CpuCacheL1"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/5-CpuCacheL2",
+                    "name": "CpuCacheL2",
+                    "description": "CpuCacheL2 - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "CpuCacheL2"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/6-CpuCacheL3",
+                    "name": "CpuCacheL3",
+                    "description": "CpuCacheL3 - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "CpuCacheL3"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/7-CpuDieSize",
+                    "name": "CpuDieSize",
+                    "description": "CpuDieSize - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "CpuDieSize"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/8-CpuFrequency",
+                    "name": "CpuFrequency",
+                    "description": "CpuFrequency - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "CpuFrequency"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/9-CpuMultiplier",
+                    "name": "CpuMultiplier",
+                    "description": "CpuMultiplier - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "CpuMultiplier"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/10-CpuMultiplierUnlocked",
+                    "name": "CpuMultiplierUnlocked",
+                    "description": "CpuMultiplierUnlocked - a field.",
+                    "dataType": "sc:Boolean",
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "CpuMultiplierUnlocked"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/11-CpuProcessSize",
+                    "name": "CpuProcessSize",
+                    "description": "CpuProcessSize - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "CpuProcessSize"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/12-CpuTDP",
+                    "name": "CpuTDP",
+                    "description": "CpuTDP - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "CpuTDP"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/13-CpuNumberOfTransistors",
+                    "name": "CpuNumberOfTransistors",
+                    "description": "CpuNumberOfTransistors - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "CpuNumberOfTransistors"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/14-CpuTurboClock",
+                    "name": "CpuTurboClock",
+                    "description": "CpuTurboClock - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "CpuTurboClock"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/15-GpuName",
+                    "name": "GpuName",
+                    "description": "GpuName - a field - this field is configured as an enumeration, but the enumeration is omitted because there are too many values.",
+                    "dataType": "sc:Text",
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuName"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/16-GpuArchitecture",
+                    "name": "GpuArchitecture",
+                    "description": "GpuArchitecture - a field.",
+                    "dataType": "sc:Text",
+                    "references": {
+                        "field": {
+                            "@id": "enumerations/GpuArchitecture/value"
+                        }
+                    },
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuArchitecture"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/17-GpuBandwidth",
+                    "name": "GpuBandwidth",
+                    "description": "GpuBandwidth - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuBandwidth"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/18-GpuBaseClock",
+                    "name": "GpuBaseClock",
+                    "description": "GpuBaseClock - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuBaseClock"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/19-GpuBoostClock",
+                    "name": "GpuBoostClock",
+                    "description": "GpuBoostClock - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuBoostClock"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/20-GpuBus_nterface",
+                    "name": "GpuBus_nterface",
+                    "description": "GpuBus nterface - a field.",
+                    "dataType": "sc:Text",
+                    "references": {
+                        "field": {
+                            "@id": "enumerations/GpuBus_nterface/value"
+                        }
+                    },
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuBus nterface"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/21-GpuNumberOfComputeUnits",
+                    "name": "GpuNumberOfComputeUnits",
+                    "description": "GpuNumberOfComputeUnits - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuNumberOfComputeUnits"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/22-GpuDieSize",
+                    "name": "GpuDieSize",
+                    "description": "GpuDieSize - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuDieSize"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/23-GpuDirectX",
+                    "name": "GpuDirectX",
+                    "description": "GpuDirectX - a field.",
+                    "dataType": "sc:Text",
+                    "references": {
+                        "field": {
+                            "@id": "enumerations/GpuDirectX/value"
+                        }
+                    },
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuDirectX"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/24-GpuNumberOfExecutionUnits",
+                    "name": "GpuNumberOfExecutionUnits",
+                    "description": "GpuNumberOfExecutionUnits - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuNumberOfExecutionUnits"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/25-GpuFP32Performance",
+                    "name": "GpuFP32Performance",
+                    "description": "GpuFP32Performance - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuFP32Performance"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/26-GpuMemoryBus",
+                    "name": "GpuMemoryBus",
+                    "description": "GpuMemoryBus - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuMemoryBus"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/27-GpuMemorySize",
+                    "name": "GpuMemorySize",
+                    "description": "GpuMemorySize - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuMemorySize"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/28-GpuMemoryType",
+                    "name": "GpuMemoryType",
+                    "description": "GpuMemoryType - a field.",
+                    "dataType": "sc:Text",
+                    "references": {
+                        "field": {
+                            "@id": "enumerations/GpuMemoryType/value"
+                        }
+                    },
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuMemoryType"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/29-GpuOpenCL",
+                    "name": "GpuOpenCL",
+                    "description": "GpuOpenCL - a field.",
+                    "dataType": "sc:Text",
+                    "references": {
+                        "field": {
+                            "@id": "enumerations/GpuOpenCL/value"
+                        }
+                    },
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuOpenCL"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/30-GpuOpenGL",
+                    "name": "GpuOpenGL",
+                    "description": "GpuOpenGL - a field.",
+                    "dataType": "sc:Text",
+                    "references": {
+                        "field": {
+                            "@id": "enumerations/GpuOpenGL/value"
+                        }
+                    },
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuOpenGL"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/31-GpuPixelRate",
+                    "name": "GpuPixelRate",
+                    "description": "GpuPixelRate - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuPixelRate"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/32-GpuProcessSize",
+                    "name": "GpuProcessSize",
+                    "description": "GpuProcessSize - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuProcessSize"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/33-GpuNumberOfROPs",
+                    "name": "GpuNumberOfROPs",
+                    "description": "GpuNumberOfROPs - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuNumberOfROPs"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/34-GpuShaderModel",
+                    "name": "GpuShaderModel",
+                    "description": "GpuShaderModel - a field.",
+                    "dataType": "sc:Text",
+                    "references": {
+                        "field": {
+                            "@id": "enumerations/GpuShaderModel/value"
+                        }
+                    },
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuShaderModel"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/35-GpuNumberOfShadingUnits",
+                    "name": "GpuNumberOfShadingUnits",
+                    "description": "GpuNumberOfShadingUnits - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuNumberOfShadingUnits"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/36-GpuNumberOfTMUs",
+                    "name": "GpuNumberOfTMUs",
+                    "description": "GpuNumberOfTMUs - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuNumberOfTMUs"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/37-GpuTextureRate",
+                    "name": "GpuTextureRate",
+                    "description": "GpuTextureRate - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuTextureRate"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/38-GpuNumberOfTransistors",
+                    "name": "GpuNumberOfTransistors",
+                    "description": "GpuNumberOfTransistors - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuNumberOfTransistors"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/39-GpuVulkan",
+                    "name": "GpuVulkan",
+                    "description": "GpuVulkan - a field.",
+                    "dataType": "sc:Text",
+                    "references": {
+                        "field": {
+                            "@id": "enumerations/GpuVulkan/value"
+                        }
+                    },
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GpuVulkan"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/40-GameName",
+                    "name": "GameName",
+                    "description": "GameName - a field.",
+                    "dataType": "sc:Text",
+                    "references": {
+                        "field": {
+                            "@id": "enumerations/GameName/value"
+                        }
+                    },
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GameName"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/41-GameResolution",
+                    "name": "GameResolution",
+                    "description": "GameResolution - a field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GameResolution"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/42-GameSetting",
+                    "name": "GameSetting",
+                    "description": "GameSetting - a field.",
+                    "dataType": "sc:Text",
+                    "references": {
+                        "field": {
+                            "@id": "enumerations/GameSetting/value"
+                        }
+                    },
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "GameSetting"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/43-Dataset",
+                    "name": "Dataset",
+                    "description": "Dataset - a field.",
+                    "dataType": "sc:Text",
+                    "references": {
+                        "field": {
+                            "@id": "enumerations/Dataset/value"
+                        }
+                    },
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "Dataset"
+                        }
+                    }
+                },
+                {
+                    "@type": "cr:Field",
+                    "@id": "features/44-FPS",
+                    "name": "FPS",
+                    "description": "FPS - the default target field.",
+                    "dataType": [
+                        "sc:Float",
+                        "sc:Integer"
+                    ],
+                    "source": {
+                        "fileObject": {
+                            "@id": "data-file"
+                        },
+                        "extract": {
+                            "column": "FPS"
+                        }
+                    }
+                }
+            ]
+        }
+    ]
+}