Type

Variable

Unnormalized Coefficient

t

p value

Variable

Unnormalized Coefficient

t

p value

High Potassium

SiO2

2.114

4.625

0.000

CuO

1.931

2.589

0.019

Na2O

−4.941

−7.237

0.000

PbO

−1.522

−1.665

0.113

K2O

−0.572

−1.317

0.205

BaO

−0.886

−0.855

0.404

CaO

−0.240

−0.586

0.565

P2O5

0.487

0.617

0.545

MgO

1.222

2.077

0.052

SrO

0.123

0.200

0.844

Al2O3

0.501

1.225

0.225

SnO2

0.398

0.389

0.702

Fe2O3

0.960

1.174

0.256

SO2

0.424

0.532

0.601

Lead Barium

SiO2

−1.008

−5.422

0.000

CuO

0.414

0.830

0.411

Na2O

−1.896

−2.778

0.008

PbO

0.572

3.032

0.004

K2O

−1.031

−2.282

0.027

BaO

−0.566

−1.132

0.263

CaO

0.986

2.509

0.016

P2O5

2.339

4.062

0.000

MgO

−0.411

−0.685

0.497

SrO

0.626

1.717

0.093

Al2O3

−0.612

−3.477

0.001

SnO2

−0.249

−0.781

0.439

Fe2O3

0.236

0.376

0.709

SO2

0.600

1.091

0.281