File size: 9,036 Bytes
d398146 |
1 |
{"id":0,"name":"model #1","modelConfig":{"_mlconsole_type":"ModelConfig","value":{"task":"regression","optimizer":"adagrad","learningRate":0.04,"hiddenLayers":1,"unitsPerLayer":64,"batchSize":16,"batchNorm":true,"numEnsembles":1,"maxEpochs":150,"regularization":0.001,"earlyStopping":true,"earlyStoppingSteps":10}},"status":2,"datasetName":"nateraw/world-happiness/2018.csv","huggingFaceDataset":"nateraw/world-happiness","features":[{"name":"Freedom to make life choices","used":true,"type":0,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":0.645}},"unique_values":136,"presence_percentage":1}},{"name":"GDP per capita","used":true,"type":0,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":1.27}},"unique_values":147,"presence_percentage":1}},{"name":"Generosity","used":true,"type":0,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":0.376}},"unique_values":122,"presence_percentage":1}},{"name":"Healthy life expectancy","used":true,"type":0,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":0.884}},"unique_values":143,"presence_percentage":1}},{"name":"Perceptions of corruption","used":true,"type":1,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":0.9935897435897436,"string":0.00641025641025641}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":0.142,"string":"N/A"}},"unique_values":111,"presence_percentage":1}},{"name":"Social support","used":true,"type":0,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":1.525}},"unique_values":146,"presence_percentage":1}}],"label":{"name":"Score","used":false,"type":0,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":6.627}},"unique_values":154,"presence_percentage":1}},"metrics":{"_mlconsole_type":"Map","value":{"loss":{"_mlconsole_type":"MetricValues","value":{"epochs":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83],"values":[12.333202362060547,8.972556114196777,8.904675483703613,7.62620210647583,8.385437965393066,7.995230197906494,6.6155686378479,6.780491828918457,5.755457401275635,6.703078269958496,6.715010643005371,7.076686859130859,4.794427394866943,5.122983455657959,5.274510383605957,5.18004035949707,4.548951625823975,4.637724876403809,4.3148932456970215,3.9303996562957764,4.348639011383057,4.468799591064453,3.464120388031006,3.799633741378784,3.814318895339966,3.3663408756256104,3.3991832733154297,3.496363639831543,3.1649558544158936,2.8125901222229004,2.8390958309173584,2.8297550678253174,2.7360680103302,2.4917678833007812,2.0296294689178467,2.0943453311920166,2.0601837635040283,2.0598199367523193,1.974348783493042,1.9976333379745483,1.70892333984375,1.7594677209854126,1.4911916255950928,1.606550931930542,1.55306875705719,1.2646799087524414,1.3470234870910645,1.3471531867980957,1.4375754594802856,1.4427870512008667,1.29860258102417,1.239507794380188,1.3222769498825073,1.207654356956482,1.2024896144866943,1.2278361320495605,1.1633663177490234,1.1245911121368408,1.1777068376541138,1.0365053415298462,1.455118179321289,1.2660390138626099,1.1190203428268433,1.0541985034942627,1.1449166536331177,0.9628732204437256,0.9236874580383301,0.9958688020706177,1.0263339281082153,1.1175388097763062,1.0523302555084229,1.202318787574768,1.0448131561279297,0.90622878074646,0.9650412201881409,1.1961723566055298,0.9798850417137146,1.017848253250122,1.0182462930679321,1.1978905200958252,0.944316565990448,0.9392770528793335,1.350746512413025,1.1342997550964355]}},"mae":{"_mlconsole_type":"MetricValues","value":{"epochs":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83],"values":[3.419952869415283,2.888882637023926,2.835273265838623,2.662633180618286,2.74067759513855,2.6855902671813965,2.4745712280273438,2.4851856231689453,2.31453537940979,2.443488597869873,2.4519670009613037,2.473968267440796,2.0920114517211914,2.1532976627349854,2.1549410820007324,2.1480984687805176,1.993158221244812,2.017669200897217,1.9479626417160034,1.843397855758667,1.9328628778457642,1.9334840774536133,1.7155832052230835,1.79926335811615,1.7870773077011108,1.6862502098083496,1.6791119575500488,1.6881893873214722,1.6018773317337036,1.4951739311218262,1.5215842723846436,1.497006893157959,1.4936307668685913,1.4319807291030884,1.2766785621643066,1.296035647392273,1.2715539932250977,1.2781038284301758,1.2253103256225586,1.2488957643508911,1.1594667434692383,1.1735961437225342,1.0536460876464844,1.112391710281372,1.087859869003296,0.9769717454910278,1.014544129371643,1.0279572010040283,1.057462215423584,1.0557936429977417,0.9819631576538086,0.9557512998580933,0.9960642457008362,0.9482830166816711,0.9653398394584656,0.9584365487098694,0.9159803986549377,0.9218797087669373,0.950645923614502,0.8801062107086182,1.0301299095153809,0.9630875587463379,0.8978133797645569,0.8884356617927551,0.9071853756904602,0.8559908866882324,0.8180112242698669,0.8445324301719666,0.8587501645088196,0.9202414155006409,0.8905340433120728,0.9345701336860657,0.8714233040809631,0.7995961904525757,0.8363099694252014,0.9492825269699097,0.84735107421875,0.8368809223175049,0.8335914015769958,0.9359631538391113,0.8085808753967285,0.8055519461631775,0.9862009882926941,0.925627589225769]}}}},"labelEncoder":null,"scalers":{"_mlconsole_type":"Map","value":{"Freedom to make life choices":{"_mlconsole_type":"StandardScaler","value":{"std":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":14},"id":9,"rankType":"0","scopeId":7}},"mean":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":17},"id":10,"rankType":"0","scopeId":8}}}},"GDP per capita":{"_mlconsole_type":"StandardScaler","value":{"std":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":42},"id":23,"rankType":"0","scopeId":20}},"mean":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":45},"id":24,"rankType":"0","scopeId":21}}}},"Generosity":{"_mlconsole_type":"StandardScaler","value":{"std":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":70},"id":37,"rankType":"0","scopeId":33}},"mean":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":73},"id":38,"rankType":"0","scopeId":34}}}},"Healthy life expectancy":{"_mlconsole_type":"StandardScaler","value":{"std":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":98},"id":51,"rankType":"0","scopeId":46}},"mean":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":101},"id":52,"rankType":"0","scopeId":47}}}},"Social support":{"_mlconsole_type":"StandardScaler","value":{"std":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":126},"id":65,"rankType":"0","scopeId":59}},"mean":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":129},"id":66,"rankType":"0","scopeId":60}}}}}},"encoders":{"_mlconsole_type":"Map","value":{"Perceptions of corruption":{"_mlconsole_type":"OneHotEncoder","value":{"label":[0.134,0.065,0.282,0.076,0.031,0.025,0.043,0.064,0.135,0.074,0.291,0.109,0.061,0.444,0.174,0.127,0.155,0.101,0.12,0.034,0.154,0.383,0.093,0.097,0.107,0.136,0.176,0.128,0.071,0.038,"N/A",0.035,0.408,0.082,0.028,0.039,0.014,0.054,0.051,0.113,0.144,0.078,0.063,0.023,0.001,0.081,0.15,0.123,0.052,0.138,0.05,0.067,0.259,0.129,0.08,0.146,0.104,0.389,0.036,0.088,0.321,0.022,0.105,0.272,0.34,0.457,0.393,0.049,0.066,0.089,0.103,0.009,0.158,0.053,0.032,0.055,0.029,0.302,0.133,0.178,0,0.106,0.24,0.03,0.018,0.095,0.06,0.059,0.121,0.112,0.142]}}}}} |