In [1]:

from krmining.regression import LinearRegression

from krmining.regression import LinearRegression

Info¶

• The model is still in development
• The model is still need to be optimize
• The model is not for multiple features

Using dummy data¶

In [2]:

X = [[0.42521773],
     [0.10538228],
     [-1.09857726],
     [-0.23224205],
     [-0.29271159],
     [0.71534995],
     [1.27215258],
     [0.21612236],
     [-0.4150023],
     [1.00852528]]

y = [38.9461915,
     8.41264202,
     -60.17317552,
     -28.87914974,
     -3.51220467,
     32.06035364,
     64.18618897,
     -1.96365653,
     -24.80110076,
     65.67408856]

X = [[0.42521773], [0.10538228], [-1.09857726], [-0.23224205], [-0.29271159], [0.71534995], [1.27215258], [0.21612236], [-0.4150023], [1.00852528]] y = [38.9461915, 8.41264202, -60.17317552, -28.87914974, -3.51220467, 32.06035364, 64.18618897, -1.96365653, -24.80110076, 65.67408856]

In [3]:

lnr = LinearRegression()
lnr.fit(X, y)

lnr = LinearRegression() lnr.fit(X, y)

C:\Users\Bina Umat\Desktop\Project\krmining_project\keyar-mining\krmining\regression\_linear_regression.py:24: UserWarning: The model still in maintaining in slow or extended memory
  warnings.warn(

Out[3]:

<krmining.regression._linear_regression.LinearRegression at 0x27d4d02b8e0>

In [4]:

lnr.predict(X)

lnr.predict(X)

Out[4]:

array([ 23.16738313,   5.37736959, -61.5897428 , -13.40210406,
       -16.76556466,  39.30523191,  70.2759274 ,  11.53699799,
       -23.56766677,  55.61234574])

In [5]:

lnr.evaluate(X, y)

lnr.evaluate(X, y)

Out[5]:

{'SSE': 1049.9817049317817}