1030 lines
16 KiB
JavaScript
1030 lines
16 KiB
JavaScript
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|
|
"slength": 6.0,
|
|
"swidth": 3.4,
|
|
"plength": 4.5,
|
|
"pwidth": 1.6,
|
|
"variety": "Versicolor"
|
|
},
|
|
{
|
|
"slength": 6.7,
|
|
"swidth": 3.1,
|
|
"plength": 4.7,
|
|
"pwidth": 1.5,
|
|
"variety": "Versicolor"
|
|
},
|
|
{
|
|
"slength": 6.3,
|
|
"swidth": 2.3,
|
|
"plength": 4.4,
|
|
"pwidth": 1.3,
|
|
"variety": "Versicolor"
|
|
},
|
|
|
|
{
|
|
"slength": 5.5,
|
|
"swidth": 2.6,
|
|
"plength": 4.4,
|
|
"pwidth": 1.2,
|
|
"variety": "Versicolor"
|
|
},
|
|
{
|
|
"slength": 6.1,
|
|
"swidth": 3.0,
|
|
"plength": 4.6,
|
|
"pwidth": 1.4,
|
|
"variety": "Versicolor"
|
|
},
|
|
{
|
|
"slength": 5.8,
|
|
"swidth": 2.6,
|
|
"plength": 4.0,
|
|
"pwidth": 1.2,
|
|
"variety": "Versicolor"
|
|
},
|
|
{
|
|
"slength": 5.0,
|
|
"swidth": 2.3,
|
|
"plength": 3.3,
|
|
"pwidth": 1.0,
|
|
"variety": "Versicolor"
|
|
},
|
|
{
|
|
"slength": 5.6,
|
|
"swidth": 2.7,
|
|
"plength": 4.2,
|
|
"pwidth": 1.3,
|
|
"variety": "Versicolor"
|
|
},
|
|
{
|
|
"slength": 5.7,
|
|
"swidth": 3.0,
|
|
"plength": 4.2,
|
|
"pwidth": 1.2,
|
|
"variety": "Versicolor"
|
|
},
|
|
{
|
|
"slength": 5.7,
|
|
"swidth": 2.9,
|
|
"plength": 4.2,
|
|
"pwidth": 1.3,
|
|
"variety": "Versicolor"
|
|
},
|
|
{
|
|
"slength": 6.2,
|
|
"swidth": 2.9,
|
|
"plength": 4.3,
|
|
"pwidth": 1.3,
|
|
"variety": "Versicolor"
|
|
},
|
|
{
|
|
"slength": 5.1,
|
|
"swidth": 2.5,
|
|
"plength": 3.0,
|
|
"pwidth": 1.1,
|
|
"variety": "Versicolor"
|
|
},
|
|
{
|
|
"slength": 5.7,
|
|
"swidth": 2.8,
|
|
"plength": 4.1,
|
|
"pwidth": 1.3,
|
|
"variety": "Versicolor"
|
|
},
|
|
{
|
|
"slength": 6.3,
|
|
"swidth": 3.3,
|
|
"plength": 6.0,
|
|
"pwidth": 2.5,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 5.8,
|
|
"swidth": 2.7,
|
|
"plength": 5.1,
|
|
"pwidth": 1.9,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 7.1,
|
|
"swidth": 3.0,
|
|
"plength": 5.9,
|
|
"pwidth": 2.1,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.3,
|
|
"swidth": 2.9,
|
|
"plength": 5.6,
|
|
"pwidth": 1.8,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.5,
|
|
"swidth": 3.0,
|
|
"plength": 5.8,
|
|
"pwidth": 2.2,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 7.6,
|
|
"swidth": 3.0,
|
|
"plength": 6.6,
|
|
"pwidth": 2.1,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 4.9,
|
|
"swidth": 2.5,
|
|
"plength": 4.5,
|
|
"pwidth": 1.7,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 7.3,
|
|
"swidth": 2.9,
|
|
"plength": 6.3,
|
|
"pwidth": 1.8,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.7,
|
|
"swidth": 2.5,
|
|
"plength": 5.8,
|
|
"pwidth": 1.8,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 7.2,
|
|
"swidth": 3.6,
|
|
"plength": 6.1,
|
|
"pwidth": 2.5,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.5,
|
|
"swidth": 3.2,
|
|
"plength": 5.1,
|
|
"pwidth": 2.0,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.4,
|
|
"swidth": 2.7,
|
|
"plength": 5.3,
|
|
"pwidth": 1.9,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.8,
|
|
"swidth": 3.0,
|
|
"plength": 5.5,
|
|
"pwidth": 2.1,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 5.7,
|
|
"swidth": 2.5,
|
|
"plength": 5.0,
|
|
"pwidth": 2.0,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 5.8,
|
|
"swidth": 2.8,
|
|
"plength": 5.1,
|
|
"pwidth": 2.4,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.4,
|
|
"swidth": 3.2,
|
|
"plength": 5.3,
|
|
"pwidth": 2.3,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.5,
|
|
"swidth": 3.0,
|
|
"plength": 5.5,
|
|
"pwidth": 1.8,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 7.7,
|
|
"swidth": 3.8,
|
|
"plength": 6.7,
|
|
"pwidth": 2.2,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 7.7,
|
|
"swidth": 2.6,
|
|
"plength": 6.9,
|
|
"pwidth": 2.3,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.0,
|
|
"swidth": 2.2,
|
|
"plength": 5.0,
|
|
"pwidth": 1.5,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.9,
|
|
"swidth": 3.2,
|
|
"plength": 5.7,
|
|
"pwidth": 2.3,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 5.6,
|
|
"swidth": 2.8,
|
|
"plength": 4.9,
|
|
"pwidth": 2.0,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 7.7,
|
|
"swidth": 2.8,
|
|
"plength": 6.7,
|
|
"pwidth": 2.0,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.3,
|
|
"swidth": 2.7,
|
|
"plength": 4.9,
|
|
"pwidth": 1.8,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.7,
|
|
"swidth": 3.3,
|
|
"plength": 5.7,
|
|
"pwidth": 2.1,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 7.2,
|
|
"swidth": 3.2,
|
|
"plength": 6.0,
|
|
"pwidth": 1.8,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.2,
|
|
"swidth": 2.8,
|
|
"plength": 4.8,
|
|
"pwidth": 1.8,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.1,
|
|
"swidth": 3.0,
|
|
"plength": 4.9,
|
|
"pwidth": 1.8,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.4,
|
|
"swidth": 2.8,
|
|
"plength": 5.6,
|
|
"pwidth": 2.1,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 7.2,
|
|
"swidth": 3.0,
|
|
"plength": 5.8,
|
|
"pwidth": 1.6,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 7.4,
|
|
"swidth": 2.8,
|
|
"plength": 6.1,
|
|
"pwidth": 1.9,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 7.9,
|
|
"swidth": 3.8,
|
|
"plength": 6.4,
|
|
"pwidth": 2.0,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.4,
|
|
"swidth": 2.8,
|
|
"plength": 5.6,
|
|
"pwidth": 2.2,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.3,
|
|
"swidth": 2.8,
|
|
"plength": 5.1,
|
|
"pwidth": 1.5,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.1,
|
|
"swidth": 2.6,
|
|
"plength": 5.6,
|
|
"pwidth": 1.4,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 7.7,
|
|
"swidth": 3.0,
|
|
"plength": 6.1,
|
|
"pwidth": 2.3,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.3,
|
|
"swidth": 3.4,
|
|
"plength": 5.6,
|
|
"pwidth": 2.4,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.4,
|
|
"swidth": 3.1,
|
|
"plength": 5.5,
|
|
"pwidth": 1.8,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.0,
|
|
"swidth": 3.0,
|
|
"plength": 4.8,
|
|
"pwidth": 1.8,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.9,
|
|
"swidth": 3.1,
|
|
"plength": 5.4,
|
|
"pwidth": 2.1,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.7,
|
|
"swidth": 3.1,
|
|
"plength": 5.6,
|
|
"pwidth": 2.4,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.9,
|
|
"swidth": 3.1,
|
|
"plength": 5.1,
|
|
"pwidth": 2.3,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 5.8,
|
|
"swidth": 2.7,
|
|
"plength": 5.1,
|
|
"pwidth": 1.9,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.8,
|
|
"swidth": 3.2,
|
|
"plength": 5.9,
|
|
"pwidth": 2.3,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.7,
|
|
"swidth": 3.3,
|
|
"plength": 5.7,
|
|
"pwidth": 2.5,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.7,
|
|
"swidth": 3.0,
|
|
"plength": 5.2,
|
|
"pwidth": 2.3,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.3,
|
|
"swidth": 2.5,
|
|
"plength": 5.0,
|
|
"pwidth": 1.9,
|
|
"variety": "Virginica"
|
|
},
|
|
{
|
|
"slength": 6.5,
|
|
"swidth": 3.0,
|
|
"plength": 5.2,
|
|
"pwidth": 2.0,
|
|
"variety": "Virginica"
|
|
}
|
|
|
|
]
|
|
|
|
var target = "variety";
|
|
var features = ["slength", "swidth","plength","pwidth"];
|
|
var model = ml.learn({
|
|
algorithm:ml.ML.ICE,
|
|
data:training_data,
|
|
target:target,
|
|
features:features,
|
|
eps:0.1
|
|
})
|
|
|
|
print(ml.classify(model,training_data).map(function (row,index) {
|
|
row.y=training_data[index][target]
|
|
return row;
|
|
}))
|
|
print(ml.print(model).split('\n').length)
|