Regression Module¶
In [1]:
from mygeopackage import *
from mygeopackage.regression import ols
In [2]:
json2 = Geo(r'https://raw.githubusercontent.com/yungming0119/mygeopackage/main/docs/notebooks/data/boston.geojson')
In [3]:
results = ols(json2,11,[9],0)
In [4]:
results.show()
Make this Notebook Trusted to load map: File -> Trust Notebook
Regression Class Attributes¶
In [5]:
results.score
Out[5]:
0.10177874322728475
In [6]:
results.coef
Out[6]:
array([-0.46932841])
In [7]:
results.intercept
Out[7]:
177.53503362730962
In [8]:
results.residuals
Out[8]:
[{'ID': -70.95499999999998, 'Location': [-70.95499999999998, 42.25500000000005], 'Residual': 5.440578065727806}, {'ID': -70.94999999999999, 'Location': [-70.94999999999999, 42.28750000000008], 'Residual': 3.2752422698033925}, {'ID': -70.93599999999998, 'Location': [-70.93599999999998, 42.28300000000007], 'Residual': 16.9102766550957}, {'ID': -70.92799999999994, 'Location': [-70.92799999999994, 42.29300000000006], 'Residual': 15.929419972638463}, {'ID': -70.92199999999997, 'Location': [-70.92199999999997, 42.29800000000006], 'Residual': 18.96877746079555}, {'ID': -70.91649999999998, 'Location': [-70.91649999999998, 42.30400000000003], 'Residual': 11.689361812626583}, {'ID': -70.93599999999998, 'Location': [-70.93599999999998, 42.297000000000025], 'Residual': 5.1290497914217426}, {'ID': -70.93749999999994, 'Location': [-70.93749999999994, 42.31000000000006], 'Residual': 9.282116950606628}, {'ID': -70.93299999999994, 'Location': [-70.93299999999994, 42.31200000000007], 'Residual': -1.1395382542959567}, {'ID': -70.92899999999997, 'Location': [-70.92899999999997, 42.31600000000003], 'Residual': 1.42003340447544}, {'ID': -70.93499999999995, 'Location': [-70.93499999999995, 42.31600000000003], 'Residual': -2.709937515518618}, {'ID': -70.94399999999996, 'Location': [-70.94399999999996, 42.317000000000064], 'Residual': 0.8427594624495427}, {'ID': -70.95099999999996, 'Location': [-70.95099999999996, 42.30600000000004], 'Residual': 3.3564691334773435}, {'ID': -70.96449999999999, 'Location': [-70.96449999999999, 42.29200000000003], 'Residual': 1.5167414641035393}, {'ID': -70.97199999999998, 'Location': [-70.97199999999998, 42.287000000000035], 'Residual': -0.9789354330316833}, {'ID': -70.97649999999999, 'Location': [-70.97649999999999, 42.29400000000004], 'Residual': 0.5567996241153921}, {'ID': -70.98699999999997, 'Location': [-70.98699999999997, 42.29850000000005], 'Residual': 3.357870477186914}, {'ID': -70.97799999999995, 'Location': [-70.97799999999995, 42.285000000000025], 'Residual': -1.9135996371072679}, {'ID': -70.99249999999995, 'Location': [-70.99249999999995, 42.28250000000003], 'Residual': 0.2232062731113551}, {'ID': -70.98799999999994, 'Location': [-70.98799999999994, 42.277600000000064], 'Residual': -1.607835499954252}, {'ID': -70.98349999999994, 'Location': [-70.98349999999994, 42.277000000000044], 'Residual': -6.034183988938304}, {'ID': -70.98199999999997, 'Location': [-70.98199999999997, 42.28100000000006], 'Residual': 0.026828704121335534}, {'ID': -70.97749999999996, 'Location': [-70.97749999999996, 42.27900000000005], 'Residual': -4.199519784862748}, {'ID': -70.97299999999996, 'Location': [-70.97299999999996, 42.27900000000005], 'Residual': -4.725868273846828}, {'ID': -70.96929999999998, 'Location': [-70.96929999999998, 42.281600000000026], 'Residual': -3.4803764673199513}, {'ID': -70.96399999999994, 'Location': [-70.96399999999994, 42.28400000000005], 'Residual': -4.973871967733464}, {'ID': -70.95969999999994, 'Location': [-70.95969999999994, 42.287000000000035], 'Residual': -2.1002204567175156}, {'ID': -70.95969999999994, 'Location': [-70.95969999999994, 42.28250000000003], 'Residual': -3.9096070248805397}, {'ID': -70.95699999999994, 'Location': [-70.95699999999994, 42.28000000000003], 'Residual': -0.2063547750873127}, {'ID': -70.95099999999996, 'Location': [-70.95099999999996, 42.27800000000008], 'Residual': 2.623616144906748}, {'ID': -70.96699999999998, 'Location': [-70.96699999999998, 42.27900000000005], 'Residual': -6.295897353852741}, {'ID': -70.96399999999994, 'Location': [-70.96399999999994, 42.276500000000055], 'Residual': -4.383258535896459}, {'ID': -70.97199999999998, 'Location': [-70.97199999999998, 42.276500000000055], 'Residual': -5.993015285276233}, {'ID': -70.97949999999997, 'Location': [-70.97949999999997, 42.27600000000007], 'Residual': -6.379305614248432}, {'ID': -70.97749999999996, 'Location': [-70.97749999999996, 42.27200000000005], 'Residual': -5.908906353025742}, {'ID': -70.99999999999994, 'Location': [-70.99999999999994, 42.27000000000004], 'Residual': -1.3818571921868923}, {'ID': -71.00799999999998, 'Location': [-71.00799999999998, 42.274500000000046], 'Residual': -0.5869206574851376}, {'ID': -71.00399999999996, 'Location': [-71.00399999999996, 42.286500000000046], 'Residual': 0.5820375694492554}, {'ID': -71.01999999999998, 'Location': [-71.01999999999998, 42.28750000000008], 'Residual': 3.667217354771264}, {'ID': -71.01299999999998, 'Location': [-71.01299999999998, 42.313000000000045], 'Residual': 10.067587535988014}, {'ID': -71.02999999999997, 'Location': [-71.02999999999997, 42.32400000000007], 'Residual': 13.524607616820951}, {'ID': -71.00399999999996, 'Location': [-71.00399999999996, 42.335000000000036], 'Residual': 6.243050262508923}, {'ID': -71.00299999999999, 'Location': [-71.00299999999999, 42.32350000000008], 'Residual': 4.966516682916467}, {'ID': -70.97749999999996, 'Location': [-70.97749999999996, 42.32370000000003], 'Residual': 5.352106340033895}, {'ID': -70.96749999999997, 'Location': [-70.96749999999997, 42.317000000000064], 'Residual': 2.2322623506363293}, {'ID': -70.97249999999997, 'Location': [-70.97249999999997, 42.30750000000006], 'Residual': 0.12575785104981563}, {'ID': -70.96499999999997, 'Location': [-70.96499999999997, 42.30750000000006], 'Residual': 1.1167414641035407}, {'ID': -70.95599999999996, 'Location': [-70.95599999999996, 42.31250000000006], 'Residual': -1.9265689457015966}, {'ID': -70.95499999999998, 'Location': [-70.95499999999998, 42.316500000000076], 'Residual': -4.084329388968007}, {'ID': -70.95249999999999, 'Location': [-70.95249999999999, 42.32080000000008], 'Residual': 1.0189228608252492}, {'ID': -70.95099999999996, 'Location': [-70.95099999999996, 42.33400000000006], 'Residual': 1.3893221220479113}, {'ID': -70.96299999999997, 'Location': [-70.96299999999997, 42.33820000000003], 'Residual': 1.7340735661413191}, {'ID': -70.95799999999997, 'Location': [-70.95799999999997, 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[-70.92999999999995, 42.32750000000004], 'Residual': -1.503433015932103}, {'ID': -70.92149999999998, 'Location': [-70.92149999999998, 42.33200000000005], 'Residual': 5.029790153855185}, {'ID': -70.90749999999997, 'Location': [-70.90749999999997, 42.339000000000055], 'Residual': 8.378904391392041}, {'ID': -70.85999999999996, 'Location': [-70.85999999999996, 42.34500000000003], 'Residual': 18.223365035426042}, {'ID': -71.04499999999996, 'Location': [-71.04499999999996, 42.34500000000003], 'Residual': 1.5708000952025998}, {'ID': -71.06899999999996, 'Location': [-71.06899999999996, 42.35250000000008], 'Residual': -3.4490835847736676}, {'ID': -71.08999999999997, 'Location': [-71.08999999999997, 42.336200000000076], 'Residual': -1.6797948672011955}, {'ID': -71.10799999999995, 'Location': [-71.10799999999995, 42.34000000000003], 'Residual': -6.974400911264901}, {'ID': -71.11099999999993, 'Location': [-71.11099999999993, 42.327000000000055], 'Residual': -3.6058128655472004}, {'ID': 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-2.554887412505355}, {'ID': -71.09099999999995, 'Location': [-71.09099999999995, 42.305000000000064], 'Residual': -3.4595806965868796}, {'ID': -71.06849999999997, 'Location': [-71.06849999999997, 42.30800000000005], 'Residual': 5.11337014257424}, {'ID': -71.06899999999996, 'Location': [-71.06899999999996, 42.315000000000055], 'Residual': 1.0039835744112438}, {'ID': -71.06749999999994, 'Location': [-71.06749999999994, 42.32600000000008], 'Residual': 1.9743828356339073}, {'ID': -71.05749999999995, 'Location': [-71.05749999999995, 42.317000000000064], 'Residual': 0.4498455621548132}, {'ID': -71.04299999999995, 'Location': [-71.04299999999995, 42.30750000000006], 'Residual': 1.9989597996916686}, {'ID': -71.04999999999995, 'Location': [-71.04999999999995, 42.30000000000007], 'Residual': 4.422056038882467}, {'ID': -71.03299999999996, 'Location': [-71.03299999999996, 42.305000000000064], 'Residual': 0.9838090943756015}, {'ID': -71.03899999999999, 'Location': [-71.03899999999999, 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In [9]:
results.identifier
Out[9]:
0
In [10]:
results.dependent
Out[10]:
'CRIM'
In [11]:
results.independent
Out[11]:
['MEDV']
Last update: 2021-05-03